{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import os\n",
    "from utils import *\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "attention_win_size = 3\n",
    "max_N = 180\n",
    "max_T = 210\n",
    "\n",
    "def guided_attention(g=0.2):\n",
    "    W = np.zeros((max_N, max_T), dtype=np.float32)\n",
    "    for n_pos in range(W.shape[0]):\n",
    "        for t_pos in range(W.shape[1]):\n",
    "            W[n_pos, t_pos] = 1 - np.exp(-(t_pos / float(max_T) - n_pos / float(max_N)) ** 2 / (2 * g * g))\n",
    "    return W"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Attention(Q, K, V, d, mononotic_attention=False, prev_max_attentions=None):\n",
    "    A = tf.matmul(Q, K, transpose_b=True) * tf.rsqrt(tf.to_float(d))\n",
    "    T = tf.shape(Q)[1]\n",
    "    N = tf.shape(K)[1]\n",
    "    if mononotic_attention:\n",
    "        key_masks = tf.sequence_mask(prev_max_attentions, N)\n",
    "        reverse_masks = tf.sequence_mask(N - attention_win_size - prev_max_attentions, N)[:, ::-1]\n",
    "        masks = tf.logical_or(key_masks, reverse_masks)\n",
    "        masks = tf.tile(tf.expand_dims(masks, 1), [1, T, 1])\n",
    "        paddings = tf.ones_like(A) * (-2 ** 32 + 1)\n",
    "        A = tf.where(tf.equal(masks, False), A, paddings)\n",
    "    A = tf.nn.softmax(A)\n",
    "    max_attentions = tf.argmax(A, -1)\n",
    "    R = tf.matmul(A, V)\n",
    "    R = tf.concat((R, Q), -1)\n",
    "\n",
    "    alignments = tf.transpose(A, [0, 2, 1])\n",
    "\n",
    "    return R, alignments, max_attentions\n",
    "\n",
    "def layer_norm(inputs, epsilon=1e-8):\n",
    "    mean, variance = tf.nn.moments(inputs, [-1], keep_dims=True)\n",
    "    normalized = (inputs - mean) / (tf.sqrt(variance + epsilon))\n",
    "    params_shape = inputs.get_shape()[-1:]\n",
    "    gamma = tf.get_variable('gamma', params_shape, tf.float32, tf.ones_initializer())\n",
    "    beta = tf.get_variable('beta', params_shape, tf.float32, tf.zeros_initializer())\n",
    "    return gamma * normalized + beta\n",
    "\n",
    "\n",
    "def cnn_block(x, dilation_rate, pad_sz, hidden_dim, kernel_size):\n",
    "    x = layer_norm(x)\n",
    "    pad = tf.zeros([tf.shape(x)[0], pad_sz, hidden_dim])\n",
    "    x =  tf.layers.conv1d(inputs = tf.concat([pad, x, pad], 1),\n",
    "                          filters = hidden_dim,\n",
    "                          kernel_size = kernel_size,\n",
    "                          dilation_rate = dilation_rate)\n",
    "    x = x[:, :-pad_sz, :]\n",
    "    x = tf.nn.relu(x)\n",
    "    return x\n",
    "\n",
    "def hc(inputs,\n",
    "       filters=None,\n",
    "       size=1,\n",
    "       rate=1,\n",
    "       padding=\"SAME\",\n",
    "       dropout_rate=0,\n",
    "       use_bias=True,\n",
    "       activation_fn=None,\n",
    "       training=True,\n",
    "       scope=\"hc\",\n",
    "       reuse=None):\n",
    "    _inputs = inputs\n",
    "    with tf.variable_scope(scope):\n",
    "        if padding.lower() == \"causal\":\n",
    "            pad_len = (size - 1) * rate\n",
    "            inputs = tf.pad(inputs, [[0, 0], [pad_len, 0], [0, 0]])\n",
    "            padding = \"valid\"\n",
    "\n",
    "        if filters is None:\n",
    "            filters = inputs.get_shape().as_list()[-1]\n",
    "\n",
    "\n",
    "        params = {\"inputs\": inputs, \"filters\": 2*filters, \"kernel_size\": size,\n",
    "                  \"dilation_rate\": rate, \"padding\": padding, \"use_bias\": use_bias,\n",
    "                  \"kernel_initializer\": tf.contrib.layers.variance_scaling_initializer(), \"reuse\": reuse}\n",
    "\n",
    "        tensor = tf.layers.conv1d(**params)\n",
    "        H1, H2 = tf.split(tensor, 2, axis=-1)\n",
    "        with tf.variable_scope('h1'):\n",
    "            H1 = layer_norm(H1)\n",
    "        with tf.variable_scope('h2'):\n",
    "            H2 = layer_norm(H2)\n",
    "        H1 = tf.nn.sigmoid(H1, \"gate\")\n",
    "        H2 = activation_fn(H2, \"info\") if activation_fn is not None else H2\n",
    "        tensor = H1*H2 + (1.-H1)*_inputs\n",
    "\n",
    "    return tensor\n",
    "\n",
    "class Model:\n",
    "    def __init__(\n",
    "        self,\n",
    "        num_layers,\n",
    "        size_layers,\n",
    "        learning_rate = 1e-4,\n",
    "        kernel_size = 5\n",
    "    ):\n",
    "        self.X = tf.placeholder(tf.int32, (None, None))\n",
    "        lookup_table = tf.get_variable(\n",
    "            'lookup_table',\n",
    "            dtype = tf.float32,\n",
    "            shape = [len(vocab), size_layers],\n",
    "            initializer = tf.truncated_normal_initializer(\n",
    "                mean = 0.0, stddev = 0.01\n",
    "            ),\n",
    "        )\n",
    "        lookup_table = tf.concat(\n",
    "            (tf.zeros(shape = [1, size_layers]), lookup_table[1:, :]), 0\n",
    "        )\n",
    "        self.gts = tf.convert_to_tensor(guided_attention())\n",
    "        forward = tf.nn.embedding_lookup(lookup_table, self.X)\n",
    "        self.Y = tf.placeholder(tf.float32, (None, None, n_mels * resampled))\n",
    "        batch_size = tf.shape(self.Y)[0]\n",
    "        self.decoder_inputs = tf.concat(\n",
    "            (tf.ones_like(self.Y[:, :1, :]), self.Y[:, :-1, :]), 1\n",
    "        )\n",
    "        self.decoder_inputs = self.decoder_inputs[:, :, -n_mels:]\n",
    "        \n",
    "        self.Z = tf.placeholder(\n",
    "            tf.float32, (None, None, fourier_window_size // 2 + 1)\n",
    "        )\n",
    "        self.prev_max_attentions = tf.placeholder(tf.int32, shape=(1,))\n",
    "        forward = tf.concat([forward, forward], 2)\n",
    "        \n",
    "        for i in range(num_layers): \n",
    "            dilation_rate = 2 ** i\n",
    "            pad_sz = (kernel_size - 1) * dilation_rate \n",
    "            with tf.variable_scope('block_%d'%i):\n",
    "                forward += cnn_block(forward, dilation_rate, pad_sz, size_layers * 2, kernel_size)\n",
    "                forward = hc(forward)\n",
    "        \n",
    "        K, V = tf.split(forward, 2, -1)\n",
    "                \n",
    "        encoder = tf.layers.dense(self.decoder_inputs, size_layers)\n",
    "        \n",
    "        for i in range(num_layers): \n",
    "            dilation_rate = 2 ** i\n",
    "            pad_sz = (kernel_size - 1) * dilation_rate \n",
    "            with tf.variable_scope('block_encoder_%d'%i):\n",
    "                encoder += cnn_block(encoder, dilation_rate, pad_sz, size_layers, kernel_size)\n",
    "        \n",
    "        train_R, self.alignments, train_max_attentions = Attention(encoder, K, V, size_layers,\n",
    "                                                                 mononotic_attention=False,\n",
    "                                                                 prev_max_attentions=self.prev_max_attentions)\n",
    "        \n",
    "        test_R, _, self.max_attentions = Attention(encoder, K, V, size_layers,\n",
    "                                                                 mononotic_attention=True,\n",
    "                                                                 prev_max_attentions=self.prev_max_attentions)\n",
    "        \n",
    "        print(train_R)\n",
    "        \n",
    "        def generate_mel(x, reuse = False):\n",
    "            with tf.variable_scope('generate_mel', reuse = reuse):\n",
    "                for i in range(num_layers): \n",
    "                    dilation_rate = 2 ** i\n",
    "                    pad_sz = (kernel_size - 1) * dilation_rate \n",
    "                    with tf.variable_scope('block_mel_%d'%i, reuse = reuse):\n",
    "                        x += cnn_block(x, dilation_rate, pad_sz, size_layers * 2, kernel_size)\n",
    "                return tf.layers.dense(x, n_mels * resampled)\n",
    "        \n",
    "        self.train_Y_logits = generate_mel(train_R)\n",
    "        self.test_Y_logits = generate_mel(test_R, reuse = True)\n",
    "        self.train_Y_hat = tf.sigmoid(self.train_Y_logits)\n",
    "        self.test_Y_hat = tf.sigmoid(self.test_Y_logits)\n",
    "        \n",
    "        self.loss1 = tf.reduce_mean(tf.abs(self.train_Y_hat - self.Y))\n",
    "        self.loss_bd1 = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=self.train_Y_logits, \n",
    "                                                                               labels=self.Y))\n",
    "        self.A = tf.pad(self.alignments, [(0, 0), (0, max_N), (0, max_T)], \n",
    "                        mode=\"CONSTANT\", constant_values=-1.)[:, :max_N, :max_T]\n",
    "        self.attention_masks = tf.to_float(tf.not_equal(self.A, -1))\n",
    "        self.loss_att = tf.reduce_sum(tf.abs(self.A * self.gts) * self.attention_masks)\n",
    "        self.mask_sum = tf.reduce_sum(self.attention_masks)\n",
    "        self.loss_att /= self.mask_sum\n",
    "        \n",
    "        out_decoder = tf.reshape(\n",
    "                self.Y, [tf.shape(self.Y)[0], -1, n_mels]\n",
    "        )\n",
    "        out_decoder = tf.layers.dense(out_decoder, size_layers)\n",
    "        \n",
    "        for i in range(num_layers): \n",
    "            dilation_rate = 2 ** i\n",
    "            pad_sz = (kernel_size - 1) * dilation_rate \n",
    "            with tf.variable_scope('block_vocoder_%d'%i):\n",
    "                out_decoder += cnn_block(out_decoder, dilation_rate, pad_sz, size_layers, kernel_size)\n",
    "        \n",
    "        self.Z_logits = tf.layers.dense(out_decoder, 1 + fourier_window_size // 2)\n",
    "        self.Z_hat = tf.sigmoid(self.Z_logits)\n",
    "        self.loss2 = tf.reduce_mean(tf.abs(self.Z_hat - self.Z))\n",
    "        self.loss_bd2 = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=self.Z_logits, \n",
    "                                                                          labels=self.Z))\n",
    "        self.loss = self.loss1 + self.loss2 + self.loss_bd1 + self.loss_bd2 + self.loss_att\n",
    "        self.optimizer = tf.train.AdamOptimizer(\n",
    "            learning_rate = learning_rate\n",
    "        ).minimize(self.loss)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensor(\"concat_4:0\", shape=(?, ?, 256), dtype=float32)\n"
     ]
    }
   ],
   "source": [
    "tf.reset_default_graph()\n",
    "sess = tf.InteractiveSession()\n",
    "\n",
    "size_layers = 128\n",
    "learning_rate = 1e-4\n",
    "num_layers = 4\n",
    "\n",
    "model = Model(num_layers, size_layers, learning_rate)\n",
    "sess.run(tf.global_variables_initializer())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "paths, lengths, texts, raw_texts = [], [], [], []\n",
    "text_files = [f for f in os.listdir('mel') if f.endswith('.npy')]\n",
    "for fpath in text_files:\n",
    "    with open('%s/%s' % (path, fpath.replace('npy', 'txt'))) as fopen:\n",
    "        text = fopen.read()\n",
    "    paths.append(fpath.replace('.npy', ''))\n",
    "    text = text_normalize(text)\n",
    "    raw_texts.append(text)\n",
    "    text = text + 'E'\n",
    "    texts.append(np.array([char2idx[char] for char in text], np.int32))\n",
    "    lengths.append(len(text))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def dynamic_batching(paths):\n",
    "    files, max_y, max_z = [], 0, 0\n",
    "    for n in range(len(paths)):\n",
    "        files.append(get_cached(paths[n]))\n",
    "        if files[-1][0].shape[0] > max_y:\n",
    "            max_y = files[-1][0].shape[0]\n",
    "        if files[-1][1].shape[0] > max_z:\n",
    "            max_z = files[-1][1].shape[0]\n",
    "    return files, max_y, max_z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:27<00:00,  1.95it/s, cost=0.776, loss1=0.0993, loss2=0.0732, loss_att=0.0031, loss_bd1=0.286, loss_bd2=0.314]\n"
     ]
    },
    {
     "data": {
      "image/png": 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T9h+X/jN89A8+UTnv/FO+Vjlvz77VlfMGiaFY3nLcA5XzVk1Vl+M8daa6nccl1rvlmddWzvvy06dWzrv05L+tnHfmzJ7KeVv2ra2ct3nPqyvn3bf7pMp5z+04tnLeUU9UX8u88L3Vv+GqyfM9+qHUdhPn1Pc/VznrradX/+zfe8IdlfNSV2unzVSfhyk7Z5+tnPfy6tPi0BzOV8ARcSfw5IKPLwRuKl/fBLxjzO0yM1syxWhTLk37gE+MiMfK198Cqi9Rzcxy6nMWRESEVP03RNJGYCPAshOq/wtnZjYRh3MXRIXHJZ0EUP67u2rBiNgUEesjYv2yY76n4e7MzJrpchdE0wC8GbikfH0J8KnxNMfMbIyi21kQo6ShfRz4IvBKSTslXQpcA1wg6evA+eV7M7PuiRGmTBQtlqY7RsfH66fOb21/SYkylskRkxMjyjZdr1bjEZNT22x5VOSm5RoncX42bUuq9OmETOScmkT5zwn4XNx6d0SsX8o2Vqw9NV72i5fXLvf137x8yftqwk/CmVmvdbkYT/t/0s3MDPAVsJn1XYevgB2Azay/Im+WQx0HYDPrtw5fAbsP2Mx6S4zvQQxJGyR9VdKOsghZ1XL/RlJIqs2qaPcKWKDp6gplzbY5/r8hmk6NtJz4aaVS1Gq+dsw1Hv62WvLYdOj/ZcmRrSdwXFIapic2HZ27VuL3JXlOJc6n5IjgbR/vNozhCljSNHA9cAGwE9giaXNEbF+w3NHAe4G7Rtmur4DNrL/GVw3tHGBHRDwYEfuBmymqQi70n4BrgRdH2agDsJn122CECdZI2jo0bVywlbXAo0Pvd5affYek1wCnRsRfj9o034Qzs14b8Qp3z1KehJM0BXwIeNehrOcrYDPrt/HUgtgFDI/RcUr52byjgbOAL0h6GHgDsLnuRpyvgM2sv8ZXbGcLcIak0ygC70XAO7+zm4hngDXz7yV9AfiViNia2qivgM2s18ZxEy4iZoHLgNuBB4BbImKbpKslvb1p29q9Ao7qCk7NK5A1TPFJpA01rhCXSlOqqVyV/v7N/k6mUv6S2UaTqL7WNF2waWW2hhXPkqlmTY079XIUybS4A+21owvG9CBGRNwG3Lbgsysrlj1vlG26C8LMes2PIpuZ5ZC54HodB2Az6y2VU1c5AJtZv/kK2Mwsjy6PiOEAbGb95gBckhpVQ5ta3ixlTMvG//WSqV2zs9XzBtXzJiVZYW0SqWYpif01TpdrqnFKXGK9pimIk0h7s+9yQXYzs4x8BWxmlof7gM3McnEANjPLw1fAZmY5BJ0afWshB2Az6635QTm7qjYAS7oB+Algd0ScVX52FfBu4NvlYr9eVgqqEZXpSKmKZ6kUpuR6DbeZrJRGw0pSNWlfTb9/Y00rvk1gf+l0uYbtTK2XyG2LSKWFJdrZNLWtJs2uaXW25Pl0pOnwoRjlrLkR2LDI5x+OiHXlNELwNTNrnyJqp1xqA3BE3Ak82UJbzMzGa5ThiDJeIS9lRIzLJH1F0g2SXlK1kKSN8yONHoh9S9idmdmhG9Ow9BPRNAD/IXA6sA54DLiuasGI2BQR6yNi/YyOarg7M7NmNKifcmkUgCPi8YiYi4gB8BHgnPE2y8xsTPrWBSHppKG3PwncP57mmJmN0QjdDzm7IEZJQ/s4cB6wRtJO4LeA8ySto/jb8TDwCyPtLWpSjqpWa1gRK2ab/t+iYbrRpCqMNb1L23Bgyt6bGv8gmZNKF2ucTpY6FzPe9c+iw1+3NgBHxMWLfPzRCbTFzGysDvsHMczMDmfq8EMpDsBm1l8eFdnMLB+PiGFmlouvgM3M8vBNuFyaVqjKsb/BJEafPEy0nRY1gWOdrKK2hPMild7mimcjCDqddtfvAGxmRzz3AZuZZeA8YDOzXCLcBWFmlouvgM3McnEANjPLw1fAuUyqOlkTOfqhOtz3dZBU1bZJfIdJVIlrmmpWN1hr04y5w+VnP2kBzHX3WLScKGtm1q5x1QOWtEHSVyXtkHTFIvMvl7S9HKrt85JeXrdNB2Az67f5TIjUVEPSNHA98DbgTOBiSWcuWOzvgfUR8UPArcDv1W3XAdjMem1MV8DnADsi4sGI2A/cDFw4vEBE3BERz5dv/w44pW6jDsBm1l+jD0u/Zn709nLauGBLa4FHh97vLD+rcinwv+ua1++bcGZ2RBOg0W7C7YmI9WPZp/SzwHrgzXXLOgCbWa9pPBkhu4BTh96fUn528L6k84HfAN4cEfvqNtpqAN7LU3s+N/jEI+XbNcCeNvdfo0vtObLaMvrvx3jaMr6spCPr5zS6cbWlNoug1vhGxNgCnCHpNIrAexHwzuEFJL0a+GNgQ0TsHmWjrQbgiDhh/rWkreO65B+HLrXHbVlcl9oC3WqP21JlPLUgImJW0mXA7cA0cENEbJN0NbA1IjYD/wVYDXxCRa75NyPi7antugvCzHptXE/CRcRtwG0LPrty6PX5h7pNB2Az67cOPxWYMwBvyrjvxXSpPW7L4rrUFuhWe9yWxcTIWRBZKDr818HMbCmOWb02Xv9Dv1i73Oe++Jt35+i3dheEmfXamNLQJiLLk3B1RS1absvDku6TdI+krRn2f4Ok3ZLuH/rseEmflfT18t+XZGzLVZJ2lcfnHkk/3lJbTpV0R1ncZJuk95aft35sEm1p/dhIWiHpS5LuLdvy2+Xnp0m6q/yd+nNJyyfdlpr23CjpoaFjs66N9ixqDLUgJqX1ADxiUYu2vSUi1mVKnbkR2LDgsyuAz0fEGcDny/e52gLw4fL4rCvvBLdhFnh/RJwJvAF4T3me5Dg2VW2B9o/NPuBHI+JsYB2wQdIbgGvLtnw/8BTFo7BtqGoPwK8OHZt7WmrPwQIYjDBlkuMKuLaoxZEkIu4Enlzw8YXATeXrm4B3ZGxLFhHxWER8uXy9F3iA4tn71o9Noi2ti8Kz5duZcgrgRykqcEG750xVezpBBIr6KZccAfhQi1pMWgCfkXT3IgU4cjkxIh4rX38LODFnY4DLyhqnN7TVHTJM0iuAVwN3kfnYLGgLZDg2kqYl3QPsBj4LfAN4OiJmy0Va/Z1a2J6ImD82v1Memw9LOqqt9vwzg0H9lImrocGbIuI1FF0i75H0I7kbNCyKNJWcVxR/CJxO8d/Lx4Dr2ty5pNXAXwDvi4j/Pzyv7WOzSFuyHJuImIuIdRT1CM4BXtXGfkdtj6SzgF8r2/U64Hjgg3kah7sgFhipqEVbImJX+e9u4JMUJ3Ruj0s6CaD8d6TnyichIh4vf8EGwEdo8fhImqEIeH8WEf+z/DjLsVmsLTmPTbn/p4E7gHOB4yTNZzVl+Z0aas+GstsmyoI0/52Mv1fugjjYd4palHdqLwI2Z2gHklZJOnr+NfBjwP3ptVqxGbikfH0J8KlcDZkPdqWfpKXjo+Jh+o8CD0TEh4ZmtX5sqtqS49hIOkHSceXrlcAFFH3SdwA/XS7W2jlT0Z5/GPojKYr+6Hy/Vx3Ogmg9D7iqqEXb7SidCHyyLJyxDPhYRHy6zQZI+jhwHkVB6J3AbwHXALdIuhR4BPiZjG05r0whCuBh4BfaaAvwRuDngPvK/kWAXyfPsalqy8UZjs1JwE1lNtEUcEtE/JWk7cDNkv4zxdA4H22hLan2/I2kEyhK8t4D/IeW2rNA3gBbx0/CmVlvHbvypDj3+36+drnbt/+un4QzMxu3Lj8J5wBsZv3mAGxmlkEAAwdgM7MMun0TzgHYzPrNAdjMLIMA5jI+6lbDAdjMeiwgHIDNzPJwF4SZWQbOgjAzy8hXwGZmmTgAm5llEAFzc7lbUckB2Mz6zVfAZmaZOACbmeUQzoIwM8siIPwghplZJn4U2cwsg4isw87XcQA2s37zTTgzszzCV8BmZjm4ILuZWR4uxmNmlkcA4UeRzcwyCBdkNzPLJjrcBaHocAe1mdlSSPo0sGaERfdExIZJt2chB2Azs0ymcjfAzOxI5QBsZpaJA7CZWSYOwGZmmTgAm5ll4gBsZpaJA7CZWSYOwGZmmTgAm5ll8k9rTEYV5JwX9QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.45it/s, cost=0.62, loss1=0.0529, loss2=0.046, loss_att=0.00264, loss_bd1=0.232, loss_bd2=0.286]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.47it/s, cost=0.591, loss1=0.0438, loss2=0.04, loss_att=0.00252, loss_bd1=0.223, loss_bd2=0.282]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.43it/s, cost=0.578, loss1=0.04, loss2=0.037, loss_att=0.00236, loss_bd1=0.219, loss_bd2=0.279]   \n"
     ]
    },
    {
     "data": {
      "image/png": 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UG9If4p2XfTlZdsaP358s23v7kmTZgsxxMX9nOrk29yXee0L6s134WPozAjhi8/Z0YW4U7tyI4JmRmGN2JiRkRkV+4DfT+3TuaeluSud/++j0+q65Ll12KA7nM+CIuA3YOeXl84BrqsfXAO/pcr3MzGZM0d5USqdtwCdExOPV4yeAE7pUHzOz7hrgLIgZ348bEdnrjJJWS9ogacPOnQM8Op6ZDacuDEvfK50G4CclnQRQ/U02VEXE1RGxMiJWLl7c/f4XzMxyBrkJotOIuA74YPX4g8AN3amOmVkXRfeyICStkrRZ0pYq+WBq+Ucl3SPpLknfl7SibpntpKF9A/gB8BpJWyV9GLgCeJek+4F3Vs/NzAZPF5ogJI0CVwHnACuAC6YJsNdGxGsj4nTgc8CVdcutvQgXERckin61bt6pHrnvGFaf8d7pC49elJzvFYvSuVZ7lx2RLJu7K53iE5lRYx96z9xkmcbS8816fn6y7IjH85/ycyeml5v7iXTEU+l/34/8em4k4nSqWW4bd3z/pGTZ/nc9nyx76pl0+t4Rj81Llu07Lr19b/vI6mTZ/HTmF8dtTqfSNY5I13MiUza2KP1VWvKT9PE7MTdTUeD+jy5Nls1+Jv057V+cPmiO+qWnk2VjE+n67N2T/pzmbUrXZcmXFiTL9qQ3r3u608RwJrAlIh4EkLSWZjbYphdWE9E6hPWCdtbsO+HMbKi12ca7RNKGludXR8TVLc+XAo+1PN8KvOjmBUkfAz4JzAHeUbdSB2AzM9gREStnupCIuAq4StKFwL/jF9fKpuW0BDMbbt1JQ9sGnNzyfFn1Wspa2rhBzQHYzIZX97Ig7gCWSzpV0hzgfJrZYC+QtLzl6T8B7q9bqJsgzGy4deEiXESMS7oIuBEYBdZExEZJlwMbImIdcJGkdwJjwC5qmh/AAdjMhpjo3o0WEbEeWD/ltUtbHl98qMvsawCO8XEmtk+fAqSd6R6TyKSMLbirw72bWear/rqzRSo3om6NyI0OmxttObMdi67PrLDDEZxzIz8rU5fsKNS5+TKjAmdHDM6sr9FhPXMJY6O5ZWbMqjlmXnFHD27T6nCk5U7ljpljO9xvh1aB3q+iUz4DNrPhVfhW4zoOwGY23Aa4DzAHYDMbaj4DNjMrxQHYzKwAj4psZlaOmyBaJdJ8Ro/NDKw8OzOg5Vimx7Mj0z2lNY45Mlk2sntven05mcEOJxake9ICiFnp9KfIDIaYGyT0yAeeTZZpX2YwyEyaksYzaWGZAR11ILO+XEpcbpDI59ODp04sTQ8SObYo3dtdzshE5mpOpig7kOv29GClAHO2Th2OsUWuPuPp3u7iQGbAzkxanOam99vYKcenyxZmBgHNZaGtX5spPAQOwGZmZZQcdr6OA7CZDS+3AZuZlaFqGlQOwGY23HwGbGZWhrMgzMxKcQBukehpK/alU4rIlEUmFUeZFLXRfelUnGxdOjRrVn5X53pD00g6DW32joXphe7I9DA3lklFymiMZQbzzKSM5XrEyqXv8fNMz2z70ylcI430fJ0loXXe292cLZn5cr3gAY29z2UKM8d+7rPYl099S86XSfubtSk9IOusXI9nNd+LGQtnQZiZleMzYDOzMtwGbGZWigOwmVkZPgM2MyshcIfsZmYldHNQzl6oDcCS1gC/BmyPiNOq1y4DfheYHGHzM9WIofVq0m6mNZoZDjHbQ1V6XdlUs9wyc2aQUpNLNcumaWV6J9PcdC9c2U8hk6I2cvRR6fly65uV/gwbC+Yly0afSqfS5dLQdMT8ZFmux6/c8ZnrlS637dljPpPWB6BMr2bZ5eaOxVzqZm4bc9/D3PpyA7nOyfcS2BUDHIAze/sFXwdWTfP6FyLi9GpqL/iamfWZImqnUmoDcETcBmQ6JTUzG1DR5tQGSaskbZa0RdIl05R/UtImSXdLukXSy+uW2c4ZcMpF1YrWSEr2pi5ptaQNkjaM0dkdOGZmnVLUT7XLkEaBq4BzgBXABZJWTHnb3wIrI+J1wHXA5+qW22kA/jLwSuB04HHg86k3RsTVEbEyIlbO7vgmUDOzzqhRP7XhTGBLRDwYEQeAtcB5rW+IiFsjYvLe8R8Cy+oW2lEAjognI2IiIhrAV6rKmZkNnvaaIJZM/lKvptVTlrIUeKzl+dbqtZQPA/+nrmodXbaXdFJEPF49/Q3g3k6WY2bWU202MQA7ImJlN1Yp6QPASuBtde9tJw3tG8DZNP9DbAX+CDhb0uk0/3c8DHxkBvUFoLE33ZtSpyIyy0wMDgpArvemjFxvWXXHQLY3tFzaVCY1KLvOzMCbuR7myHxO2RSmzMCqI5k0u0ZmMM/c4JKN7TuSZcqlU+Xk5ssdM53u65p5s3LHYm6f5paZ2cbssd9p2lu3dCfJYRtwcsvzZdVrB5H0TuAPgbdFRO1Fr9oAHBEXTPPy1+rmMzMrrYs3YtwBLJd0Ks3Aez5w4UHrkn4F+BNgVURsb2ehvhPOzIaacn1RtykixiVdBNwIjAJrImKjpMuBDRGxDvgvwJHA/6p+ETwaEefmlusAbGbDq4ujIlc3nK2f8tqlLY/feajLdAA2s6HmETHMzEoZ4L4gHIDNbKgd1r2h9U1isM762TrbuxrJrK/DzJ9efc75dLLMdmT2aaf7Lfs5RWe91uXSyfIpXJmyzACS6jDNsOPUxZlcBOrwe5FNT+w0tS03W2b7s5/TRI/T0ILOemDsk8EJwGZmPeA2YDOzAg77DtnNzA5bEW6CMDMrxWfAZmalOACbmZXhM+A2dJwa0/H6+rq6fApT7ay5QSS7n2qWT9PKpJp1mKaV650suw2Zb1a2x7NOU7ty8zUy297p+mrk9o06zaXsUMdpjb0WwMSA1o0BCsBmZr3gM2Azs1KcBWFmVobPgM3MSuhid5S94ABsZkNLgHwRzsysDLkNuGkPu3bcHNc9Uj1dAvxi5MTy++jg+pR1cF36nTJ38PoGd7/k9GefDe6+6fcxc7Bu7ZeXz3gJboL4hYg4bvKxpA3dGga6GwapPq7L9AapLjBY9XFdUtwXhJlZMc6CMDMrxWfA07q64LqnM0j1cV2mN0h1gcGqj+synRjsLAjFAP93MDObiUVHLo2zXvevat938w/+/Z0l2q17PCCTmVlZiqid2lqOtErSZklbJF0yTflbJf1Y0rikf9rOMosE4LoN6XNdHpZ0j6S7JG0osP41krZLurfltcWSbpJ0f/X3mIJ1uUzStmr/3CXpH/epLidLulXSJkkbJV1cvd73fZOpS9/3jaR5kn4k6SdVXf64ev1USbdX36lvSprT67rU1Ofrkh5q2Ten96M+05ocFSM31ZA0ClwFnAOsAC6QtGLK2x4FPgRc227V+h6A29yQfnt7RJxeKHXm68CqKa9dAtwSEcuBW6rnpeoC8IVq/5weEev7VJdx4PciYgXwRuBj1XFSYt+k6gL93zf7gXdExOuB04FVkt4IfLaqy6uAXcCH+1CXXH0A/qBl39zVp/ocLIBGG1O9M4EtEfFgRBwA1gLnHbSqiIcj4u62l0iZM+DaDXkpiYjbgJ1TXj4PuKZ6fA3wnoJ1KSIiHo+IH1eP9wD3AUspsG8ydem7aPp59XR2NQXwDuC66vV+HjOp+gwEUd/8UDVBLJG0oWVaPWVRS4HHWp5vpQvHQIkA3JMNmYEA/lLSndPs9FJOiIjHq8dPACeUrAxwkaS7qyaKvjSHtJJ0CvArwO0U3jdT6gIF9o2kUUl3AduBm4AHgN0RMV69pa/fqan1iYjJffOfqn3zBUlz+1WfF2k06ifYERErW6a+ZHL4Ihy8JSLeQLNJ5GOS3lq6Qq2imaZS8oziy8Araf68fBz4fD9XLulI4M+AT0TEs61l/d4309SlyL6JiImIOB1YRvMX5S/1Y73t1kfSacCnq3qdASwGPlWmcnSrCWIbcHLL82XVazNSIgD3ZEM6FRHbqr/bgetpHtClPSnpJIDq7/ZSFYmIJ6svWAP4Cn3cP5Jm0wx4fxoR365eLrJvpqtLyX1TrX83cCvwJuBoSZN5/UW+Uy31WVU120RE7Af+BwW/V13KgrgDWF5d7JwDnA+sm2ndSgTgnmxIJyQtkLRw8jHwbuDe/Fx9sQ74YPX4g8ANpSoyGewqv0Gf9o8kAV8D7ouIK1uK+r5vUnUpsW8kHSfp6OrxfOBdNNukbwUmU5/6dswk6vPTln+SotkeXe571YUsiKp55yLgRpr7+1sRsVHS5ZLOBZB0hqStwD8D/kTSxrrl9v1OuIgYlzS5IaPAmoiorWiPnABc3zxGmAVcGxHf7WcFJH0DOJvmRYCtwB8BVwDfkvRh4BHg/QXrcnaVQhTAw8BH+lEX4M3AbwH3VO2LAJ+hzL5J1eWCAvvmJOCaKptohGYg+AtJm4C1kv4j8Lc0/2H0Q6o+fyXpOJpd8t4FfLRP9Zmie53xVFku66e8dmnL4zto/vpom++EM7OhddT8k+JNr/jt2vfduOk/F7kTzp3xmNlQc4fsZmalOACbmRUQQMMB2MysAI+IYWZWjgOwmVkBAUy03TdO3zkAm9kQCwgHYDOzMtwEYWZWgLMgzMwK8hmwmVkhDsBmZgVEwMRE6VokOQCb2XDzGbCZWSEOwGZmJYSzIMzMiggI34hhZlaIb0U2MysgYnLY+YHkAGxmw80X4czMygifAZuZleAO2c3MynBnPGZmZQQQvhXZzKyAcIfsZmbFxAA3QSgGuIHazGwmJH0XWNLGW3dExKpe12cqB2Azs0JGSlfAzOylygHYzKwQB2Azs0IcgM3MCnEANjMrxAHYzKwQB2Azs0IcgM3MCnEANjMr5P8DkMYhAl73Ns0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.38it/s, cost=0.57, loss1=0.0377, loss2=0.0349, loss_att=0.00221, loss_bd1=0.217, loss_bd2=0.278] \n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAADuCAYAAAAHrN1QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAHMdJREFUeJzt3X+0nVV95/H35978JAlgSEAgUagTbFN/YAmoU1fFnw22hdp2HHDs6FIbXcuMstpS0c5CitMWnYrTNcPYomVk1oiIONRoM8bfC20rJiggAdEACUn4kYTwI+T3vfc7f5znxpPL3fs5Ofecs08On9daz7rnnP08+9nnOed+z3P2+T57KyIwM7PeGyrdADOzZysHYDOzQhyAzcwKcQA2MyvEAdjMrBAHYDOzQhyAzcwKcQA2MyvEAdjMrJBppRtgZtYtv/maOfHYztHa9W67c/+aiFjegyYdxgHYzAbWjp2j3LpmUe1600++b0EPmvMMDsBmNsCC0Rgr3YgkB2AzG1gBjNG/A445AJvZQBvDZ8BmZj0XBAfdBWFm1nsBjLoLwsysDPcBm5kVEMBoH8/64wBsZgOtf3uAHYDNbIAF4T5gM7MSIuBg/8ZfB2AzG2RiFJVuRJIDsJkNrADGfAZsZlaGz4DNzApoXIjRvwHYA7Kb2cAK4GAM1S6tkLRc0r2SNki6NLHOWyTdLWm9pOvr6vQZsJkNrECMduA8U9IwcDXwBmALsFbSqoi4u2mdJcCHgF+PiMclnVhXr8+AzWygjYVqlxacA2yIiPsj4gBwA3DBhHX+CLg6Ih4HiIhtdZU6AJvZwBrvA65bgAWS1jUtKyZUdSqwuen+luqxZmcAZ0j6Z0k/kFQ7xZG7IMxsgInR1vp4d0TEsinubBqwBDgXWATcIunFEfFEbgMzs4HUmBGjI1/0twKLm+4vqh5rtgW4NSIOAg9I+hmNgLw2Vam7IMxsYEWIAzFcu7RgLbBE0umSZgAXAqsmrPOPNM5+kbSARpfE/blKfQZsZgNtrAN5wBExImklsAYYBq6NiPWSrgDWRcSqquyNku4GRoFLIuKxXL0OwGY2sBo/wnXmi35ErAZWT3jssqbbAfxxtbTEAdjMBljLP8IV0b8ts2c1SadJCkk+SbC2jf8IV7eU4je3DZTqB5I7gHkRsah0e6y80dYutCjCAdgGzSXAdmBe6YZYeYE4GP0b5twFYS2RdIqkL0naLukBSe9vKrtc0k2SviBpl6QfSXppU/mvSPqupCeqQUrObyqbLekTkjZJelLS9yXNbtr1f5D0oKQdkv68po2nA28D/rqDT92OYuM/wtUtpTgAWy1JQ8BXaHy1PxV4HXCxpN9sWu0C4IvAfOB64B8lTZc0vdr268CJwH8CPifphdV2fwOcBfzbats/4/B5FF8FvLDa52WSfiXT1P8OfBjY2/6ztUESiNGoX0pxALZWnA0sjIgrIuJARNwPfJpGMvq42yLipuoqoKuAWcArqmUucGW17beBrwIXVYH9ncAHImJrRIxGxL9ExP6mev8iIvZGxB00PgBeyiQkvRkYjoibO/vU7WjnH+HsaPd84BRJzde0DwPfa7p/aKCSiBiTtAU4ZbwsIprPajfROJNeQCNQ35fZ9yNNt/fQCOaHkTQH+DjwpvqnYs8mEfR1GpoDsLViM/BARCzJrHPoOvnqzHYR8NB4maShpiD8POBnwA5gH/ACGme37VoCnAZ8TxLADOA4SY8Ar4iIjVOo245ijR/hWrrUuIj+/WiwfvJDYJekD1Y/mg1LepGks5vWOUvS71V5uxcD+4EfALfSOHP9s6pP+Fzgd4AbqoB8LXBV9SPfsKRXSpp5hO27i8YHwJnV8m7g0er25sx29izgH+HsqBYRo8Bv0whoD9A4c/0McFzTal8G/j3wOPCHwO9FxMFq8OrfAc6rtvufwH+MiJ9W2/0p8BMag53sBD7GEb4vI2IkIh4ZX6p6xqr7o+08ZxsMQf1g7C0OyN4V7oKwlkTEQ8BFmVX2RcTbEtuuB16dKNtL44z54glFG+HwUVQi4twW2/pdGl0gZkXPcOs4AJvZwApgzD/CmZmVoL6elt4B2KYsIi4v3QazyTSmpe/fLAgHYDMbWBFyF4SZWSkDeyFGNe3y39K4KuozEXFlbv0ZmhmzmDOVXZrZs8QuHt8REQunUkdjPOAB7AOWNAxcDbyBxmygayWtioi7U9vMYg4v1+smLxxqs5/msCtcOySi83Wa2RH5Zty0aeq1DO6MGOcAGyLi/irZ/gYaI2KZmfWFRhraYF6IcSqHX+a5BXj5xJUkrQBWAMzimCnszszsyPT7WBBd/xEuIq4BrgE4VvP93d7MeqrkcJN1phKAt9I0AhaNSz+3Tq05Zmad0xiOcgB/hKMxeMqSahqYrTQG535rR1plZtYhJft467R9bh4RI8BKYA1wD3BjNehK58VYeukGKb2Y2VGjMRraUO3SCknLJd0raYOkSycpf0c1Z+Lt1fLuujqn1AccEauB1VOpw8ysWxqXIk+9D/gI0m6/EBErW63XV8KZ2QDr2KXIh9JuASSNp90mr3toRf/+PGhm1gFjqHYBFkha17SsmFDNZGm3p06yu9+XdKekmyQtnqT8MD4DNrOBdQRZEDsiYtkUd/cV4PMRsV/Se4DrgNfmNvAZsJkNtA79CFebdhsRj0XE/uruZ4Cz6ip1ADazgdXBOeEOpd1KmkEj7XZV8wqSTm66ez6N7LCso6ILQsPtXUoYY9248C6T+qb055mG8i9yjHZh7sh+GlSoGyl8ueeX2V/u/ZR7z9S9ht2osyvv4V4PYNXua9+Bpx7ASAd+hIuIEUnjabfDwLURsV7SFcC6iFgFvF/S+cAIjYlh31FX71ERgM3M2tWpAdknS7uNiMuabn8I+NCR1OkAbGaDq/BoZ3UcgM1sYA3sgOxmZkcDnwGbmRUwPiB7v3IANrOBFYiRsf7Ntu1pAB5ZOIftf/DKScsW3Lknud2jZ6Un8tw/P72/oQOZskzW17wH02k60/aly/Ydl05vmrY/n1Nz7L27kmVDD21PlmnWzHSlI+knGfv3J8vGdj2d3u7gSLot09Nvp6HZs5JlTEtvp0zZyLYdybLhE9JvjKde/UvJsoOz2/tnnf1Y+rgMHUi/Z558wYxsvTOeSr9vdp+cbuvx96XbM213+n2hTIba0Gi6cMbG9GvBULqd+087Ib3dt7+YLjsC7gM2Mysh3AVhZlaE+4DNzApyADYzKyAQo/4RzsysDP8IZ2ZWQPhHuKadbd/Nwr/718kLMyMmnfQvfTSqV8bsKYz4FZnRpLowTlpXxP50S0czaW/dMLo9nbo356Z0Wa8t+Gb72x7buWZMWTrpLW/4gU0dbcdkwgHYzKwED8ZjZlaMz4DNzAqIgNExB2AzsyKcBWFmVkDgLggzs0IG+Ec4SRuBXTQypUYiYlknGjXJjtJl3Zh4shsTSHZLr49NN7Q9aWMfPb9+ex36rT0F9fPT7cQZ8GsiIjMWnZlZOe6CMDMroJEF0b9jQUy1ZQF8XdJtklZMtoKkFZLWSVp3kN5eDWVmFlG/lDLVM+BXRcRWSScC35D004i4pXmFiLgGuAbgWM3v494YMxtE/dwFMaUz4IjYWv3dBtwMnNOJRpmZdUIgIuqXVkhaLuleSRskXZpZ7/clhaTapIS2A7CkOZLmjd8G3gjc1W59ZmbdEC0sdSQNA1cD5wFLgYskLZ1kvXnAB4BbW2nbVLogTgJuViPdZRpwfUR8rXarocknrhzKTS45lp4MMDITBRKZsm5Q5vOspi0x1l7vjIbSn97ZOnt9bHKmcNzSdbb5tTPXluxmbb4ORRwlr30nhgEMiM5cinwOsCEi7geQdANwAXD3hPU+CnwMuKSVStsOwFVDXtru9mZmvdBiF8MCSeua7l9T/X417lRgc9P9LcDLmyuQ9GvA4oj4J0ndDcBmZkeDFrMcdkzlQjJJQ8BVwDuOZDsHYDMbWB0cC2IrsLjp/qLqsXHzgBcB3626ZZ8LrJJ0fkQ0n1kfxgHYzAZXAJ0JwGuBJZJOpxF4LwTeemg3EU8CC8bvS/ou8Ke54AtTvxDDzKyvdeJCjIgYAVYCa4B7gBsjYr2kKySd327bfAZsZgNMncqCICJWA6snPHZZYt1zW6mzpwFYQ0MMzTlm8sJMqpmOS08/ODSUPomP3XvSZaPpHJeh449LluXaybTM4cxtB8SBg+nCkfamPBxZ+vxk2fCufcmyoceeSpbFnr3JsoMvOS1Z9viSWent5qb/QU78cXp/09b9LFmm6bnXInPKM2N6uixzqqTp6e3Gdj2d3m52+rgAjJyxKN2cTOrb3uem0zqVSe8aPpBJ+cyk9s29fWuybHR7eqyuoWMS8QBgZ7roiPRbFmATnwGb2eCK/r4U2QHYzAabz4DNzErxGbCZWRl9dOX1RA7AZja4OpcH3BUOwGY20AZ9TriWxdgYY7t2TV6YG71qTzqdrBvG9qZTtLKjc7U5klZtvW3Sv6bTyXJ7y7Yk086hW25Plp3wvfSxaXcksbGxTD7V0TKxas17Wz94Il2W2W5uN0bJy7y/R3LbZSLg6IED6e06xQHYzKwQd0GYmZUhnwGbmRUQgg5ditwNDsBmNth8BmxmVogDsJlZIQ7ATRLpQRqefLJO6NLkku2mjE0l1azX+mnizYyeTx6aSwztt/S1Np9/dGJCy2dU2l6qWb7OLkdHX4hhZlaOsyDMzEpxADYzK8NnwGZmpbgP2MysgMBdEGZmxfRxAK7NqZJ0raRtku5qemy+pG9I+nn19zndbaaZWXs0Vr+U0soZ8GeB/wH876bHLgW+FRFXSrq0uv/BuorOeMke1qz58aRlK7e+PLndt756VrJsVnrCVQ6kJ1Nm3ub0UT/2gfRwlPsWzkiWzXwsPbPx/vmZ2XaBvSek86D3H5/uw5q1M/3xPueR9GzKjy1Nt+fp09NJpDNOSg+feOLnZifLZm3fnywb3p0ekvCJX03PUP1//vpvkmVv+MqfJMuO/Vn6WM99KP3cZ+7MzE6d6WbcuyB9rOc8lD4uADM2bk8XZoacZCSTCDwz/R6O4cw5WWYG8s0XnJgs23NK+n/tlFsyp6dfuilddiSO5jPgiLiFZ04QfQFwXXX7OuB3O9wuM7MpU7S2lNLuZV0nRcTD1e1HgJM61B4zs84K1S8tkLRc0r2SNlTf/CeWv1fSTyTdLun7kpbW1Tnl62ojIvs7o6QVktZJWrf9sW5cH2lmlhEtLDUkDQNXA+cBS4GLJgmw10fEiyPiTODjwFV19bYbgB+VdHLVsJOBbakVI+KaiFgWEcsWZvo5zcy6oUNdEOcAGyLi/og4ANxAoyv2kIhongNsDi2E9nYD8Crg7dXttwNfbrMeM7PuiZazIBaMf1OvlhUTajoV2Nx0f0v12GEkvU/SfTTOgN9f17zaLAhJnwfOrRq4BfgIcCVwo6R3AZuAt9TVY2ZWRGtnuDsiYtmUdxVxNXC1pLcC/5lfnKhOqjYAR8RFiaLXHWnjfn7PcfzW2W+atGz0xHQq8UnPTad37T45/RSO3ZTucx6dme5433xxerv9e9KpSHp8ZrLsmIfyXzZ2Py+9Tx1Mt3X2jnTZzvc+nSw7eDB93NLPAvZtT6ea7VvxeLJs85bjk2WzH5yTLNu7OH28L7z8kmTZSfvT/3XPueOxZNmBE9NtGZmV7kIbmZN+feduSac1jmbqBNj439JpePs2zUuWRabaX37Jg+n2jKWfx449xyTLRtam97f46+n39pOn5dMzO6IzWQ5bgcVN9xdVj6XcAHyqrtKjaHBbM7Mj16E+4LXAEkmnS5oBXEijK/YX+5GWNN39LeDndZX6UmQzsxoRMSJpJbAGGAaujYj1kq4A1kXEKmClpNcDB4HHqel+AAdgMxt0HbrQIiJWA6snPHZZ0+0PHGmdDsBmNrii7FgPdRyAzWyw9fFYEA7AZjawhGfEOCQOHmTkoYcnLRt6bOJ4P78w+950ssas0fYub1Zm9tt5/9RWlZCZ2blOjGRG2srIPQ9uzOxvNDfDbbosN4OxMqNzzW/32GT2FyPp9MTcLNu5b6TTNqS3y/2zZF+HjOHMCGMAz/vnzn9/Hsu89rlnsTBb68Z0Ueb9NKsXs4w7AJuZFVB4tLM6DsBmNtj8I5yZWRk+AzYzK8UB2MysAM+KbGZWjrsgximdHqTnL0puFtPTzRzekx5pauTE9Kyc+07IjFy2IT2qF5lJC2NGup0HTkiPIgag0Uy61XA6OWjX4vQEiwu+/0iybCiT3sVYm79aZNKb4kB64s0cHZM5bgfTqXu7X3xKsmzX4vTrNG1vpi2RPmbTd6fLnjotndp2zKP5Yz3/e1vShbkJNDPHJvZnJgLNpIUpM5nn0y97xtC4h+x8Yfp4z9iVeR/+3fXpsiPhAGxmVoYvRTYzK8F9wGZmZYj81X2lOQCb2WDzGbCZWRnOgjAzK8UBuBIQqdHLdj6Z3CzXhxNj6dHQpu1J5xRNe3RWus5d6ckss2k66a2Ytb1m8sFc6teM9LbTn0pPdsmu3cmiOJAeSSwrM7JVdjS43ChqmfSmeHpPus5MOtWcex7NlKWrJJNqRs3IZSnH3pF5Z9Sk/I09kfm/yI3AlkndjN2ZY5p7jrnj/cONybK5t6dfXzIj6HWEB2Q3MyvIZ8BmZmW4D9jMrBQHYDOzMnwGbGZWQuAB2c3MSjjqJ+WUdC3w28C2iHhR9djlwB8B26vVPhwRq6fUkkx6k2amRy6Lfek0tMikFGlfZkSo3ISVQ5lXc9oUPs9y6T+ZdCPtzUxMmakzciNpZVLUdFx6hLmYlUs3Su9v9Jj06zv8RDolcGxfeiS8OH5uumxa5rnnRqWbmZnoM1OWq3NoJH96Nrw3/RxzNCPzWmRGSsulPCr3/p6e3i5mZlIwM+lyHdOhACxpOfC3wDDwmYi4ckL5HwPvBkZoxMZ3RsSmXJ2tJDZ+Flg+yeOfjIgzq2VqwdfMrEsUUbvU1iENA1cD5wFLgYskLZ2w2o+BZRHxEuAm4ON19dYG4Ii4BUjPGW9m1q+ixaXeOcCGiLg/Ig4ANwAXHLariO9ExPhVLj8A0oOcV9q7tKdhpaQ7JV0r6TmplSStkLRO0rqDZL72m5l1gaJ+ARaMx6lqWTGhmlOBzU33t1SPpbwL+H91bWu3A+ZTwEdpfHZ8FPgE8M7JVoyIa4BrAI7V/D7uDjezQdTipcg7ImJZR/YnvQ1YBry6bt22AnBEHLrQXtKnga+2U4+ZWdd15rRvK7C46f6i6rHDSHo98OfAqyOi9it/W10Qkk5uuvtm4K526jEz66oWuh9aTFNbCyyRdLqkGcCFwKrmFSS9DPh74PyI2NZKpa2koX0eOJdGH8kW4CPAuZLObDw9NgLvaekpZIxlRiBTZlSznOTIa9SMJJUb1StD0zMpcbmJEIHIpL4pkzKmzHGLoVxqVGYCzcxxi9zoXJkJNJVJUxrOpUVl0rByE30ObUmPhpYdfyvz2mfTsHIpf7mUx7rRwDKvRW5kvuyobjkjmck8c9sdTKcuxs7088+my3VKB86AI2JE0kpgDY00tGsjYr2kK4B1EbEK+K/AXOCLVXx5MCLOz9VbG4Aj4qJJHv6HI30CZma91skLMap029UTHrus6fbrj7ROXwlnZgNNmbGoS3MANrPB5VmRzczK8YwYZmal+AzYzKyMo3o0tI5LpcfkUp9ynei5SSJzzcgVZlJxsnW2O9ElZJ9H5CYCzaSo5UaDa/t4ZyiTFqZcal8mJTByaVGZ/Y09uSu9v0zqVy49MXtUcmlouXTImpTHyKXo5Z5HJmWuLiUyXWkm7S3Tltxz0FT+Z1oRtJ+S1wM+AzazgeY+YDOzAo76AdnNzI5aEe6CMDMrxWfAZmalOACbmZXhM+AW5FPNupyq0ildeqU1lElRq5nUsb39ZUboyqXE5UaYy8mkcGXTwtpMi8qm4KW3an/0sdz+cqOd1cls2m4qYVYu5bPNpzGl59/SDshOilpa3wRgM7Nu8BmwmVkpzoIwMyvDZ8BmZiV4OEozszIEyD/CmZmVIfcBN+zi8R3fjJs2VXcXADsOFXY5G6UFh7enrH46Nv17XHJ6c8yOzmPTfZ1qy/OnXIO7IH4hIhaO35a0LiKW9XL/Of3UHrdlcv3UFuiv9rgtKR4LwsysGGdBmJmV4jPgSV1TcN+T6af2uC2T66e2QH+1x22ZTPR3FkTm4vbuioj+eZHor/a4LZPrp7ZAf7XHbcmIFpYWSFou6V5JGyRdOkn5b0j6kaQRSX/QSp3FArCZWS8oonaprUMaBq4GzgOWAhdJWjphtQeBdwDXt9q2IgG47pOkx23ZKOknkm6XtK7A/q+VtE3SXU2PzZf0DUk/r/4+p2BbLpe0tTo+t0t6U4/asljSdyTdLWm9pA9Uj/f82GTa0vNjI2mWpB9KuqNqy19Uj58u6dbqf+oLkmZ0uy017fmspAeajs2ZvWjPpMZnxcgt9c4BNkTE/RFxALgBuODw3cTGiLgTaHmIwp4H4BY/SXrtNRFxZqHUmc8Cyyc8dinwrYhYAnyrul+qLQCfrI7PmRGxukdtGQH+JCKWAq8A3le9T0ocm1RboPfHZj/w2oh4KXAmsFzSK4CPVW35N8DjwLt60JZcewAuaTo2t/eoPYcLGuGwboEFktY1LSsm1HQqsLnp/pbqsSkpcQZc+0nybBIRtwA7Jzx8AXBddfs64HcLtqWIiHg4In5U3d4F3EPjDd/zY5NpS89Fw9PV3enVEsBrgZuqx3v5nkm1py+I+u6HqgtiR0Qsa1p60o9dIgB35ZNkCgL4uqTbJvnUK+WkiHi4uv0IcFLJxgArJd1ZdVH0pDukmaTTgJcBt1L42ExoCxQ4NpKGJd0ObAO+AdwHPBERI9UqPf2fmtieiBg/Nn9ZHZtPSprZq/Y8w9hY/VJvK7C46f6i6rEp8Y9w8KqI+DUaXSLvk/QbpRvULCJKX0z5KeAFNL5ePgx8opc7lzQX+BJwcUQ81VzW62MzSVuKHJuIGI2IM2kEgXOAX+7Fflttj6QXAR+q2nU2MB/4YJnG0WoXRJ21wJKqr30GcCGwaqrNKxGAu/JJ0q6I2Fr93QbcTOMNXdqjkk4GqP5uK9WQiHi0+gcbAz5ND4+PpOk0At7nIuL/Vg8XOTaTtaXksan2/wTwHeCVwPGSxvP6i/xPNbVnedVtExGxH/hfFPy/6kQWRPXtYiWwhkYX1I0RsV7SFZLOB5B0tqQtwL8D/l7S+rp6SwTgrnyStEPSHEnzxm8DbwTuym/VE6uAt1e33w58uVRDxoNd5c306PhIEvAPwD0RcVVTUc+PTaotJY6NpIWSjq9uzwbeQCMgfAcYzz3t2Xsm0Z6fNn1IikZ/dLn/q85kQRARqyPijIh4QUT8ZfXYZRGxqrq9NiIWRcSciDghIn61rs6eXwkXESOSxj9JhoFrI6L2k6JLTgJubrxHmAZcHxFf62UDJH0eOJfGr7BbgI8AVwI3SnoXsAl4S8G2nFulEAWwEXhPL9oC/Drwh8BPqv5FgA9T5tik2nJRgWNzMnBdlU00RONM7KuS7gZukPRfgB/T+MDohVR7vi1pIY0heW8H3tuj9kzQ34PxKPq4cWZmU3Hc7JPjlb/0ztr11tz9V7eVSEP1YDxmNtA8ILuZWSkOwGZmBQQw5gBsZlZAf/8I5wBsZoPNAdjMrIAARlsenKznHIDNbIAFhAOwmVkZ7oIwMyvAWRBmZgX5DNjMrBAHYDOzAiJgdLR0K5IcgM1ssPkM2MysEAdgM7MSwlkQZmZFBIQvxDAzK8SXIpuZFRDR6rTzRTgAm9lg849wZmZlhM+AzcxK8IDsZmZleDAeM7MyAghfimxmVkB4QHYzs2Kij7sgFH3cQW1mNhWSvgYsaGHVHRGxvNvtmcgB2MyskKHSDTAze7ZyADYzK8QB2MysEAdgM7NCHIDNzApxADYzK8QB2MysEAdgM7NCHIDNzAr5/9pBS2Em/AjAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.36it/s, cost=0.565, loss1=0.0364, loss2=0.0335, loss_att=0.00211, loss_bd1=0.216, loss_bd2=0.277]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.41it/s, cost=0.562, loss1=0.0352, loss2=0.0324, loss_att=0.00204, loss_bd1=0.215, loss_bd2=0.277]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.35it/s, cost=0.559, loss1=0.0344, loss2=0.0316, loss_att=0.00195, loss_bd1=0.215, loss_bd2=0.276]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.45it/s, cost=0.556, loss1=0.0336, loss2=0.031, loss_att=0.00188, loss_bd1=0.214, loss_bd2=0.276] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.41it/s, cost=0.554, loss1=0.0329, loss2=0.0306, loss_att=0.00185, loss_bd1=0.213, loss_bd2=0.276]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.37it/s, cost=0.552, loss1=0.0323, loss2=0.0301, loss_att=0.00163, loss_bd1=0.213, loss_bd2=0.275]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.47it/s, cost=0.551, loss1=0.0317, loss2=0.0297, loss_att=0.00159, loss_bd1=0.213, loss_bd2=0.275]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.45it/s, cost=0.549, loss1=0.0311, loss2=0.0292, loss_att=0.00157, loss_bd1=0.212, loss_bd2=0.275]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.46it/s, cost=0.547, loss1=0.0306, loss2=0.0289, loss_att=0.00154, loss_bd1=0.212, loss_bd2=0.275]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.46it/s, cost=0.546, loss1=0.0301, loss2=0.0285, loss_att=0.00152, loss_bd1=0.211, loss_bd2=0.275]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.45it/s, cost=0.545, loss1=0.0296, loss2=0.0282, loss_att=0.0015, loss_bd1=0.211, loss_bd2=0.274] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.44it/s, cost=0.543, loss1=0.0291, loss2=0.0279, loss_att=0.00148, loss_bd1=0.211, loss_bd2=0.274]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.46it/s, cost=0.542, loss1=0.0287, loss2=0.0276, loss_att=0.00147, loss_bd1=0.21, loss_bd2=0.274] \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.46it/s, cost=0.541, loss1=0.0283, loss2=0.0274, loss_att=0.00145, loss_bd1=0.21, loss_bd2=0.274] \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.40it/s, cost=0.54, loss1=0.028, loss2=0.0272, loss_att=0.00143, loss_bd1=0.21, loss_bd2=0.274]   \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.46it/s, cost=0.539, loss1=0.0277, loss2=0.027, loss_att=0.00142, loss_bd1=0.21, loss_bd2=0.274]  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.46it/s, cost=0.538, loss1=0.0274, loss2=0.0268, loss_att=0.0014, loss_bd1=0.209, loss_bd2=0.274] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.46it/s, cost=0.538, loss1=0.0271, loss2=0.0266, loss_att=0.00138, loss_bd1=0.209, loss_bd2=0.274]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.47it/s, cost=0.537, loss1=0.0268, loss2=0.0264, loss_att=0.00137, loss_bd1=0.209, loss_bd2=0.273]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.47it/s, cost=0.536, loss1=0.0266, loss2=0.0262, loss_att=0.00147, loss_bd1=0.209, loss_bd2=0.273]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.48it/s, cost=0.536, loss1=0.0264, loss2=0.0261, loss_att=0.00139, loss_bd1=0.209, loss_bd2=0.273]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.35it/s, cost=0.535, loss1=0.0262, loss2=0.0259, loss_att=0.00134, loss_bd1=0.208, loss_bd2=0.273]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.46it/s, cost=0.535, loss1=0.026, loss2=0.0257, loss_att=0.00136, loss_bd1=0.208, loss_bd2=0.273] \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.38it/s, cost=0.534, loss1=0.0258, loss2=0.0256, loss_att=0.00134, loss_bd1=0.208, loss_bd2=0.273]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.47it/s, cost=0.534, loss1=0.0257, loss2=0.0255, loss_att=0.00139, loss_bd1=0.208, loss_bd2=0.273]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.46it/s, cost=0.533, loss1=0.0255, loss2=0.0253, loss_att=0.00136, loss_bd1=0.208, loss_bd2=0.273]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.42it/s, cost=0.533, loss1=0.0253, loss2=0.0252, loss_att=0.0013, loss_bd1=0.208, loss_bd2=0.273] \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.48it/s, cost=0.532, loss1=0.0252, loss2=0.0251, loss_att=0.00132, loss_bd1=0.208, loss_bd2=0.273]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.48it/s, cost=0.532, loss1=0.025, loss2=0.0249, loss_att=0.00138, loss_bd1=0.208, loss_bd2=0.273] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.44it/s, cost=0.531, loss1=0.0249, loss2=0.0248, loss_att=0.00136, loss_bd1=0.208, loss_bd2=0.273]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.38it/s, cost=0.531, loss1=0.0248, loss2=0.0247, loss_att=0.00131, loss_bd1=0.207, loss_bd2=0.273]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.46it/s, cost=0.53, loss1=0.0246, loss2=0.0246, loss_att=0.00122, loss_bd1=0.207, loss_bd2=0.273] \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.47it/s, cost=0.53, loss1=0.0245, loss2=0.0244, loss_att=0.00119, loss_bd1=0.207, loss_bd2=0.273] \n"
     ]
    },
    {
     "data": {
      "image/png": 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8k5ObyS0GaJ10fLLs0PHp1YbnPJl+/3MfTq9uzNzMj37R/GTRyOHMVJUPbE+WZfNZM9N/jhy3OFnWOjWdOz6yL/0zzIlHx9KFuWk6M59Djab7OXXTlMbBWZjGM5fPPN2840yd2VWYc3ns/eq5Hss94Ii4Ddg56eVLgOurx9cDP9/ndpmZzVgvM6GVzJKY7hjwKRHxcPX4EeCUPrXHzKy/mpwFEREhpf+GVGsrXQGwYO7SmZ7OzOzoHMtDEAmPSjoNoPp3R2rHiFgXEasjYvW80cyYrJnZLBjmIYjpBuD1wOXV48uBz/enOWZmfRTDnQXRSxrap4CvAy+UtE3S24EPAm+QdC/w+uq5mdnwiR62QmrHgCNibaLodUd7sjh4kPY9P5yybOmiFyWPay9JD12MHMqkoY1mBt8XplO79p+VTm86cEI6peZZ338iWdZakL/Uh5fMTZbNOZBO1Zmz88lk2aGV6feRSzdqz0+/x3mPpc+n0zPfxY5k/tZnpvgcP/G4ZNnovnSKljKphFmJ6VI7J8y8h2lOVancdQFGlma+N8mkqOVWPtbidGofhw+l68ylfObSOjPToo7krvdT6aKjMsRjwL4TzswabZgn4/GqyGZmhTgAm1mz9WkMWNIaSfdI2lLdATy5/DclfU/SHZK+JunsujodgM2sufqUBSFpFLgWuAg4G1g7RYC9ISJeHBHnAR8GPlpXrwOwmTVbf3rA5wNbImJrRBwCbqQzJcOPTxOxt+vp4l5q9pdwZtZYoucv4ZZL2tT1fF1ErOt6vgJ4qOv5NuCCnzif9A7gPcA84LV1Jx1sAI50eszofT9KH6d0R12LF6bLDqZTanJpWIv3pFOtFmfShlonLkmWjYzn/z9n8Z0PpwtzqyJnZpqaO5ZJjcrN3LZrT7IonsiloZ2aPi43G9ycTApeZka39mOPp8+XuS6an05BzKahZVK0sjKfmdxMaQDt3emfRVbkVu+e3p0HudS27KxmuTozv9t901sAHouI1TM+VcS1wLWSLgP+Az++YW1KHoIws+bq32xo24GVXc/PqF5LuZEeZol0ADazZmv3sNXbCKySdKakecCldKZkOELSqq6n/xK4t65SjwGbWaP140aMiBiXdCWwARgFrouIzZKuATZFxHrgSkmvBw4Du6gZfgAHYDNruj7dCRcRNwM3T3rt6q7H7zraOh2Azay5vCqymVk5wzwXxPAE4MxsSu396ZmtYiy9iGJuMcBcaltu9qackd17k2Vamp7VC6B9fLpcmVmossZ2p+tckp4Ra//q5yXLHnlFOmXseX/1ULIsHnws3ZZ56bSwOHV5suz7f3pOsmzu7vTP/vR/TF/PxZvTC8ByOP3elUvDWpROlcwuDgsoU56bnSyXnqiF6fbEoXSqXe73afSUk5JlB5+zLFk27870Zya9zMNRcgA2Myuj5ITrdRyAzay5PAZsZlaGqm1YOQCbWbO5B2xmVoazIMzMSnEArtd+6sD0DszNlJaZ2SqXisOJz0of92R6pcDIpJq15+cvdWvJgmTZ2EvSbT2wLD3CteTBdGrQ/H2ZtKnMB/a0r6UXgtz/osxsaMrNlJZ+D3OeTLfzrL9Of2ZG9mfSqfan30NWZuHNyMyux5PpNErVLOapeenUt1x7simYud+LTDpd7j22H0nnjM3Znp7pL6a5mGnPwlkQZmbluAdsZlaGx4DNzEpxADYzK8M9YDOzEoJeJ1wvwgHYzBrrKBblLKI2AEu6DngzsCMizqle+wDw68DEFFfvryYrnrYYT8/6lE2pySw+mF1EMDfD2p7MrGa5mdLGdqbLamZYG82kBp1yR6baE9Ipc+3c+8gtTJmboSvzPrKpfQvTaXYxN5MWlVlYNTILVsazT0uW7T335PT5cr2lzI+wNTeTopaZeG/uU/nu2XF3ZmaRy123pzKpdpl0ssjMyjfSyvyuZRYXzaXaxaL5yTIyn/ujMsQBuJc14T4JrJni9Y9FxHnVNqPga2Y2WxRRu5VSG4Aj4jYg07UzMxtS0eNWyExWRb5S0nclXSfphNROkq6QtEnSpsNM8w4kM7Np6tOy9LNiugH4z4HnA+cBDwMfSe0YEesiYnVErJ5LZrzHzGwWqF2/lTKtABwRj0ZEKyLawMeB8/vbLDOzPunTEISkNZLukbRF0lVTlL9H0l3VyMCXJT2nrs5pBWBJ3V8xvwW4czr1mJnNqh6GH3oZgpA0ClwLXAScDayVdPak3f4JWB0RLwFuAj5cV28vaWifAi4ElkvaBvwhcKGk8zpvj/uB36h/CzVyqTG5BQ9zVWaOyyWF5dJ7aKfbObI4s9hhJoUHgMOZNLwF6aGbeOKJdHuWpVPU4rhF6fPtSdcZmXY++uYzk2VPnp6+4nP3JYtY+Fj6ei+/NfPz3ZeetW7pXenjDqxYmm5MJgVvNDOj2/yx9Kxt48dl0gGBh9+UTqcbz2T9HVyWvm5LHkgfd2hp+n3M25Ouc+mD6ZTP+WPpn0VrcWa2t37pzxjv+cCWiNgKIOlG4BLgriOnibi1a/9vAG+tq7Q2AEfE2ile/su648zMSuvjjRgrgO4lnLcBF2T2fzvwf+oq9Z1wZtZoyvxfa5flkjZ1PV8XEeumdT7prcBq4Gfr9nUANrPm6v1LtrGIWJ0p3w6s7Hp+RvXa00h6PfAHwM9GRG3e7UzygM3Mhl6f0tA2AqsknSlpHnApsP5p55FeCvwFcHFEpJcI6eIAbGbN1oc0tIgYB64ENgB3A5+JiM2SrpF0cbXbfwGOA/5W0h2S1ieqO8JDEGbWaP26062a8+bmSa9d3fX49Udb5/AE4NzifJmFN2lnUtRyszDlBubb6ZSanNzCorkFQutEbnay3HvcuTtZNpK73rk0vEwa2rI70zPMnfx/06lt2p9ZkDUzo107MxvayPIT03UuTKf1teenP2utTNnhRenreeCExenjFudnyTuQeRutRenP8Ny96Xpbmcy3kfTkc7TnZT5rmQkL96xKz7C25/mZ3+2vpot6FmRTXEsbngBsZjYLvCqymVkBx/yE7GZmx6wID0GYmZXiHrCZWSkOwGZmZbgH3IPswpsZEfk0noHKpbbVjUNl3v/IknQaT3aWtUwKVy597fCp6VnUnjzj1GTZvL3plMDRJ9OzXo2fmH5/h5emj4uRZyfLWgvT6U25j8zB43NpaOnjIpcOmPktm/NU/nOxeHsm1Wx/uqydmWRs/8npts7JZAQ+sTJ9vkVvfjxZtuOx45NlsXOWF2kIoDW8EXhoArCZ2WxwD9jMrBRnQZiZleEesJlZCYWXna/jAGxmjSVA/hLOzKwMeQy4Yx+7xr4UN00sCbgcGDtSmJnwa0Ce3p7pyK0dmpllqrYt6YnEpm9npmxrpi1lDVNbYLjaU7QtT//I9K0ttcu61/IQxI9FxEkTjyVtqlkCZKCGqT1uy9SGqS0wXO1xW1I8F4SZWTHOgjAzK8U94ClNa8nnWTRM7XFbpjZMbYHhao/bMpUY7iwIxRD/dTAzm4mlx62IC17y72v3+9LX/+O3SoxbewjCzBptmNPQiixLL2mNpHskbZF0VYk2dLXlfknfq5aR3lTg/NdJ2iHpzq7Xlkm6RdK91b8nFGzLByRtr67PHZL+xYDaslLSrZLukrRZ0ruq1wd+bTJtGfi1kbRA0jclfadqyx9Vr58p6fbqd+rTkjJLbw6kPZ+UdF/XtTlvEO2Z0sSqGLmtkIEHYEmjwLXARcDZwFpJZw+6HZO8JiLOK5Q680lgzaTXrgK+HBGrgC9Xz0u1BeBj1fU5r1qaexDGgd+JiLOBVwDvqD4nJa5Nqi0w+GtzEHhtRJwLnAeskfQK4ENVW14A7ALePoC25NoD8Htd1+aOAbXn6QJo97D1oK7jKOlnJH1b0rikf9VLnSV6wOcDWyJia0QcAm4ELinQjqEQEbfxk7dFXAJcXz2+Hvj5gm0pIiIejohvV4/3AXcDKyhwbTJtGbjomLg1Z261BfBa4Kbq9UF+ZlLtGQoiUNRvtfX01nF8EHgbcEOv7SsRgFcAD3U930ahD3MlgC9K+pakKwq2o9spEfFw9fgR4JSSjQGulPTdaohiIMMh3SQ9F3gpcDuFr82ktkCBayNpVNIdwA7gFuCHwO6ImJiBf6C/U5PbExET1+ZPqmvzMUmzPPN6Rrtdv9Wr7ThGxP0R8V167lMXGgMeMq+OiJfR+cv2Dkk/U7pB3aKTplKyR/HnwPPp/O/lw8BHBnlySccBnwXeHRF7u8sGfW2maEuRaxMRrYg4DziDTmD4qUGct9f2SDoHeF/VrpcDy4D3lmkcvQ5BLJe0qWub3BmblY5jiQC8HVjZ9fyM6rUiImJ79e8O4HN0PtClPSrpNIDq3x2lGhIRj1a/YG3g4wzw+kiaSyfg/U1E/K/q5SLXZqq2lLw21fl3A7cCrwSeJWkiq6nI71RXe9ZUwzYREQeBv6Lg71WPQxBjEbG6axtILnOJALwRWFV9azsPuBRYX6AdSFosacnEY+CNwJ35owZiPXB59fhy4POlGjIR7CpvYUDXR5KAvwTujoiPdhUN/Nqk2lLi2kg6SdKzqscLgTfQGZO+FZj44mdgn5lEe77f9UdSdMajy/1e9ScLYlY6jgPPA46IcUlXAhuAUeC6iNg86HZUTgE+1/mMMAe4ISK+MMgGSPoUcCGd/wXaBvwh8EHgM5LeDjwA/FLBtlxYpRAFcD/wG4NoC/Aq4JeB71XjiwDvp8y1SbVlbYFrcxpwffWl0AjwmYj4B0l3ATdK+k/AP9H5gzEIqfZ8RdJJdKbkvQP4zQG1Z5K+pZkd6TjSCbyXApfNtFLfCWdmjXX8wtPilc/71dr9Ntz1n2vvhKvyvP8rP+44/omka4BNEbFe0svpDGOeABwAHomIf5ar03fCmVmj9etOuCrP++ZJr13d9XgjnaGJnjkAm1mzDfH/5TsAm1lzBdB2ADYzK8ArYpiZleMAbGZWQACtnu8MHjgHYDNrsIBwADYzK8NDEGZmBTgLwsysIPeAzcwKcQA2MysgAlqt0q1IcgA2s2ZzD9jMrBAHYDOzEsJZEGZmRQSEb8QwMyvEtyKbmRUQ0euy80U4AJtZs/lLODOzMsI9YDOzEjwhu5lZGZ6Mx8ysjADCtyKbmRUQnpDdzKyYGOIhCMUQD1Cbmc2EpC8Ay3vYdSwi1sx2eyZzADYzK2SkdAPMzJ6pHIDNzApxADYzK8QB2MysEAdgM7NCHIDNzApxADYzK8QB2MysEAdgM7NC/j9GpMjvaxLzngAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.44it/s, cost=0.53, loss1=0.0245, loss2=0.0243, loss_att=0.00123, loss_bd1=0.207, loss_bd2=0.273] \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.35it/s, cost=0.53, loss1=0.0243, loss2=0.0242, loss_att=0.00146, loss_bd1=0.207, loss_bd2=0.272] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.34it/s, cost=0.529, loss1=0.0242, loss2=0.0241, loss_att=0.00133, loss_bd1=0.207, loss_bd2=0.272]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.34it/s, cost=0.529, loss1=0.024, loss2=0.024, loss_att=0.00126, loss_bd1=0.207, loss_bd2=0.272]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.46it/s, cost=0.528, loss1=0.0239, loss2=0.0239, loss_att=0.00122, loss_bd1=0.207, loss_bd2=0.272]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.44it/s, cost=0.528, loss1=0.0238, loss2=0.0238, loss_att=0.00129, loss_bd1=0.207, loss_bd2=0.272]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.34it/s, cost=0.528, loss1=0.0238, loss2=0.0237, loss_att=0.00118, loss_bd1=0.207, loss_bd2=0.272]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.44it/s, cost=0.528, loss1=0.0238, loss2=0.0236, loss_att=0.00122, loss_bd1=0.207, loss_bd2=0.272]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.36it/s, cost=0.528, loss1=0.0237, loss2=0.0235, loss_att=0.00133, loss_bd1=0.207, loss_bd2=0.272]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.26it/s, cost=0.527, loss1=0.0236, loss2=0.0234, loss_att=0.0013, loss_bd1=0.207, loss_bd2=0.272] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.43it/s, cost=0.527, loss1=0.0234, loss2=0.0233, loss_att=0.00123, loss_bd1=0.207, loss_bd2=0.272]\n"
     ]
    },
    {
     "data": {
      "image/png": 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cFJdA46jDkmVjR81Plg0+k16lePDx9OrGzMl89Jn3OJibNnPnrnSdufzpwfRUpFqQ/gxZfET6dc/uTb8uk5fbGHkiWZZdvTk7TWmHecdAdJiv3XOd5jr3Is+5j1OpS4cgIuJm4MlJT58PXF3cvxp4V5fbZWY2Y+3kAFc5W1qnJ+GOi4iJbuku4LgutcfMrLvqPB9wRISU/htSJDRfBDBvIP3fbDOzWXEoD0EkPCrpeIDi38dSG0bE2ohYFRGrhgfSY5lmZrOhn4cgOg3A64EPFPc/ANzQneaYmXVRNLMgym5VKQ3Akq4Ffgi8RtIOSR8CLgfOlXQfcE7x2Mys/3RpOsrZUDoGHBEXJoreOt2dxdgY4yMjU5Yt2Loo/cJcylSGclM1DqT/9oytOCFZduCo4WTZgq3pVOiYn34dwPiCdOrXwL50KtLg7j3pOo85MrvPlLEj0tN4Dj/2bLJs4NipUwzLd5hO4WosTn8vBvbsS5ZlpzDNyaQLqsOVq3Ok/Hd7IJOGFwfSKYi5lLmBuenPN7vqdSYlLjJpnRrInATLpeil39709PEYsC9FNrNa6+dFOX0psplZRdwDNrN66+MesAOwmdVXVJvlUMYB2MzqzT1gM7PeE/19Eq73ATiVHvN4ZhaqzIq6WpC+ui72ZmbEytQ55/n96bKH0zN3NY4+PL2/EnMeeDRZFpk0LQbT51EH9mRmGcu8/4GH07PPxXOZY3piOn0vl/bHgsx72J1Oe2s82dkMqJo/L102N5MueCA9817HqyLnjgvQ2JdJpyuZSS1Z5/709zsnl2qWa0tkF9LubJXtaXEANjOrQMWXGpdxADazevNJODOzargHbGZWlT4OwL4Szszqq52JeNoM0JJWS9oiaWuxFNvk8t+VdKek2yXdIunUsjodgM2s1roxH7CkQeBK4O3AqcCFUwTYayLidRGxEvgccEVZvX0zBBGZ1K9s2sye9GxgOcosBJmtMzN7k3anF8HUYQuz7YnD06uFZGd1yy12+URmUc4j0rOM7V+5PFm264z0TFon/a+Hk2WNJyYvK/gCDWW+hksWJ4u2/NvXJcvm70p/Tif8dXoWteF7Myl4uc8+M+OX5qXT3iKzqCzkZzzrNINLw5lUu1x7MrMSDh6VnnkvMounxvbMgrvPpIumpTtDEGcAWyNiG4CkdTTXxrzn4G4iWlu8sJ09900ANjObDW1eirxE0qaWx2sjYm3L46XA9pbHO4AzX7Iv6SPAx4Bh4OyynToAm1l9tT/GOxIRq2a8u4grgSslvQ/4l7ywctCUPAZsZrWlNm9t2Amc2PJ4WfFcyjrgXWWVOgCbWb11JwtiI7BC0nJJw8AFNNfGPEjSipaHfw+4r6xSD0GYWa1140KMiBiTtAbYAAwCV0XE3ZIuAzZFxHpgjaRzgFFgNyXDD+AAbGZ116ULMSLiRuDGSc9d2nL/4unW2TcBOLfgX3bhvswsTBrKLLCYSakZOCI9q1kuXU4LMwsozssvyplbtPOpU9MpPvuPSI9gLXg8fWyG9mZODWdm9jr+R+nZufaffGyyrPGa49L7y6RwDe5L51qt+LPn0q97Op1qpv2Z1K7c7GQDnU0qENn95UcgswtoZn8zmbS44fTvIherlFmwczyTgslIeqbD7G+7Gzwhu5lZhfr4UmQHYDOrNU/GY2ZWFQdgM7NquAdsZlaFwBOym5lV4ZBflFPSVcA7gcci4rTiuc8AvwM8Xmz2qSJHrmOdptTk68wtopj+szi2K71AZnY2tA5nUQOy6UhH3JsuGzgyPdNU46mn082Zn1nMNPNZKPdZZFKmsotdZlICySwEGc+kj3e8Mr1A6HMr0jOs5RYrzV2zOj6c/nwj89Fn0wGBhZsz38WhzKKrz2dS3zK0KD0rH5lZ+WJuOrUtl9oXmZQ47kwXTUsfB+B2kvC+Aqye4vkvRMTK4jaj4GtmNlsUUXqrSmkAjoibgfRkrmZm/aqLK2LMhplchrJG0h2SrpJ0VGojSRdJ2iRp0yiZidXNzGZBN1bEmC2dBuA/AU4GVgKPAJ9PbRgRayNiVUSsmkN6jNDMbDaoUX6rSkcBOCIejYjxiGgAX6K5XIeZWf+p2xCEpONbHr4buKs7zTEz66I2hh+qHIJoJw3tWuAsmmsm7QD+EDhL0kqafzseBD48i23My53BzKRMRSbdKLtgZ0Z2scPc4plA5BbezMyk1nhub7Isl6IWi9KLhA7sSc8ylltE8onVr06W7X1F+rMYSk9cxvyR9HE56pbtyTI9l6504bZ0nQeOy6RhZQzsT9c5vDs9g9z4/EwaFvDoOUvTr52bPqajmbdx2M7M+1+UrnPOs+k6Fz6a/l4MP5l+/1EyG1xX9HEaWmkAjogLp3j6T2ehLWZmXXXIX4hhZnYoy15cUzEHYDOrr4pPspXxopxmVmvdSkOTtFrSFklbJV0yRfnHJN1TXB9xk6RXldXpAGxm9daFNDRJg8CVwNuBU4ELJZ06abOfAqsi4vXAdcDnyup1ADazWutSGtoZwNaI2BYRB4B1wPmtG0TE9yNiIi3pR8CyskrrPQacnWQjM7NTeu3BvMzMXRqcwd+6TOoXmZS5xp503tBAbnayeZkrFjPH9Iit6ZS4o3+cTm1TZqFTMgta5mZ7Gzg+swhoxtiC9PHMzXg2Ni+dTrXv2HSq2eiCfBrW/iPT5ePpCe0YzB3SI9Lvo5GJCJFeq5bh59LH7ZkTFyXL9h2bef+3povaFpTEgYOWSNrU8nhtRKxtebwUaM173AGcmanvQ8D/KdtpvQOwmb3stTnGOxIRq7qyP+n9wCrg18q2dQA2s9rqYh7wTuDElsfLiudevD/pHODTwK9FROnsYx4DNrP6imjvVm4jsELScknDwAXA+tYNJL0B+CJwXkQ81k6l7gGbWa11owccEWOS1gAbgEHgqoi4W9JlwKaIWA/8e+Aw4H8XK8c8HBHn5ep1ADazeuvShRjFyj83Tnru0pb750y3TgdgM6s1zwXRjoHOZiDreM3pskUyO5FZ6DMin26US1PTYemZy7IOZNLXMmJhOr/p+Vcfkywb2pfJ38u8v/Fjj0yWjS5Kp8sNjKYX3hxdlP5qx2D6s9h/eCbVbH76dbn0rZyBzFq0APNH0tFj6Pl0WSPzc3r+6PR7nPNcus7nlqbf/9NnpL9r2p35DGd7kZwAxvs3AvdPADYzmwXuAZuZVaXCVY/LOACbWa25B2xmVoU+n47SAdjMakuAfBLOzKwa8hhw0x52j3w3rnuoeLgEGDlY2OkMZN3z4vZ0IvceppcR9uK2ZBat7Fh6IrF8W6pd/3rmn1F39VN76tiW0gnNS3kI4gURcTCJVNKmbs0+1A391B63ZWr91Bbor/a4LSltz/VQCQ9BmFmtOQvCzKwq7gFPaW35Jj3VT+1xW6bWT22B/mqP2zKV6O8sCEUf/3UwM5uJww9bGme+/p+WbvfdH/6r26oYt/YQhJnVWj+noVWyIoak1ZK2SNoq6ZIq2tDSlgcl3Snp9kmL8vVq/1dJekzSXS3PLZb0HUn3Ff8eVWFbPiNpZ3F8bpf0jh615URJ35d0j6S7JV1cPN/zY5NpS8+PjaR5kn4s6WdFW/6oeH65pFuL39RXi1UbZl2mPV+R9EDLsVnZi/ZMqTsrYsyKngdgSYPAlcDbgVOBCyWd2ut2TPKWiFhZUerMV4DVk567BLgpIlYANxWPq2oLwBeK47OymJS6F8aA34+IU4E3AR8pvidVHJtUW6D3x2Y/cHZEnA6sBFZLehPw2aItrwZ201yVtxdS7QH4eMuxub1H7XmxoDljbdmtIlX0gM8AtkbEtog4AKwDzq+gHX0hIm4Gnpz09PnA1cX9q4F3VdiWSkTEIxHxk+L+HmAzzaXBe35sMm3puWh6tng4p7gFcDZwXfF8L78zqfb0BREoym9VqSIALwW2tzzeQUVf5kIAfynpNkkXVdiOVsdFxCPF/V3AcVU2Blgj6Y5iiKInwyGtJJ0EvAG4lYqPzaS2QAXHRtKgpNuBx4DvAPcDT0XExPTuPf1NTW5PREwcm39THJsvSJrbq/a8RKNRfquIV0WGN0fEL9IcEvmIpF+tukGtopmmUmWP4k+Ak2n+9/IR4PO93Lmkw4CvAx+NiGday3p9bKZoSyXHJiLGI2IlzaXRzwB+oRf7bbc9kk4DPlm0643AYuAT1TSOrg1BlJ27kvSrkn4iaUzS32+nzioC8E7gxJbHy4rnKhERO4t/HwOup/mFrtqjko4HKP5ta4nr2RARjxY/sAbwJXp4fCTNoRnw/iwi/rx4upJjM1Vbqjw2xf6fAr4P/DJwpKSJrKZKflMt7VldDNtEROwH/jsV/q66MQTR5rmrh4EPAte027YqAvBGYEVx1nYYuABYX0E7kLRQ0qKJ+8DbqHq6mab1wAeK+x8AbqiqIRPBrvBuenR81FzX+0+BzRFxRUtRz49Nqi1VHBtJx0g6srg/HziX5pj094GJXlfPvjOJ9vy85Y+kaI5HV/e76k4WROm5q4h4MCLuYBqn9XqeBxwRY5LWABuAQeCqiLi71+0oHAdc3/yOMARcExHf7mUDJF0LnAUskbQD+EPgcuBrkj4EPAS8t8K2nFWkEAXwIPDhXrQF+BXgt4A7i/FFgE9RzbFJteXCCo7N8cDVRY9sAPhaRHxT0j3AOkn/GvgpzT8YvZBqz/ckHUNzSt7bgd/tUXsmaTvALtGL01DXRkTrFX1Tnbs6c6atq+RCjCJdp1fpTLl2bANOr7gNFyaK3trThpBsS69+yC8SEbfQ/PFOpafHJtOWnn+Hix7WG6Z4fhsV/Dc/056ze92WKbW/KvKIr4QzM+uyLqWZzcq5K2dBmFm9dWcMeFbOXTkAm1l9BdCI8ltZNc0c64lzV5tpjnXfLekySecBSHpjce7kN4EvSio9t+UhCDOrse7N9TDVuauIuLTl/kaaQxNtcwA2s3rr49nQHIDNrL4CGK9wtp0SDsBmVmMB4QBsZlYND0GYmVVgIguiTzkAm1m9uQdsZlYRB2AzswpEwPh41a1IcgA2s3pzD9jMrCIOwGZmVWhvroeqOACbWX0FhC/EMDOriC9FNjOrQESly86XcQA2s3rzSTgzs2qEe8BmZlXo3oTss8EB2Mzqy5PxmJlVI4DwpchmZhUIT8huZlaZ6OMhCEUfD1Cbmc2EpG8DS9rYdCQiVs92eyZzADYzq8hA1Q0wM3u5cgA2M6uIA7CZWUUcgM3MKuIAbGZWEQdgM7OKOACbmVXEAdjMrCIOwGZmFfn/CQ2xpOl6qJcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.35it/s, cost=0.526, loss1=0.0233, loss2=0.0232, loss_att=0.00113, loss_bd1=0.207, loss_bd2=0.272]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "EPOCH = 50\n",
    "for i in range(EPOCH):\n",
    "    pbar = tqdm(range(0, len(paths), batch_size), desc = 'minibatch loop')\n",
    "    for k in pbar:\n",
    "        index = min(k + batch_size, len(paths))\n",
    "        files, max_y, max_z = dynamic_batching(paths[k:index])\n",
    "        max_x = max(lengths[k:index])\n",
    "        batch_x = np.zeros((batch_size, max_x))\n",
    "        batch_y = np.zeros((batch_size, max_y, n_mels * resampled))\n",
    "        batch_z = np.zeros((batch_size, max_z, fourier_window_size // 2 + 1))\n",
    "        for n in range(len(files)):\n",
    "            batch_x[n, :] = np.pad(\n",
    "                texts[k + n],\n",
    "                ((0, max_x - texts[k + n].shape[0])),\n",
    "                mode = 'constant',\n",
    "            )\n",
    "            batch_y[n, :, :] = np.pad(\n",
    "                files[n][0],\n",
    "                ((0, max_y - files[n][0].shape[0]), (0, 0)),\n",
    "                mode = 'constant',\n",
    "            )\n",
    "            batch_z[n, :, :] = np.pad(\n",
    "                files[n][1],\n",
    "                ((0, max_z - files[n][1].shape[0]), (0, 0)),\n",
    "                mode = 'constant',\n",
    "            )\n",
    "        _, cost, loss1, loss2, loss_bd1, loss_att, loss_bd2 = sess.run(\n",
    "            [model.optimizer, model.loss, \n",
    "            model.loss1, model.loss2, model.loss_bd1,\n",
    "            model.loss_att, model.loss_bd2],\n",
    "            feed_dict = {model.X: batch_x, model.Y: batch_y, model.Z: batch_z},\n",
    "        )\n",
    "        pbar.set_postfix(cost = cost, loss1 = loss1, loss2 = loss2, loss_bd1 = loss_bd1,\n",
    "                        loss_att = loss_att, loss_bd2 = loss_bd2)\n",
    "        \n",
    "    align = sess.run(\n",
    "        model.alignments, feed_dict = {model.X: batch_x, model.Y: batch_y}\n",
    "    )\n",
    "    plot_alignment(align[0, :, :], i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 38/38 [00:00<00:00, 84.42it/s]\n"
     ]
    }
   ],
   "source": [
    "y_hat = np.ones((1, batch_y.shape[1], n_mels * resampled), np.float32)\n",
    "max_attention = np.zeros((1), np.int32)\n",
    "for j in tqdm(range(batch_y.shape[1])):\n",
    "    _y_hat, attention = sess.run([model.test_Y_hat, model.max_attentions], \n",
    "                                 {model.X: [texts[0]], model.Y: y_hat,\n",
    "                                  model.prev_max_attentions: max_attention})\n",
    "    y_hat[:, j, :] = _y_hat[:, j, :]\n",
    "    max_attention = attention[:, j]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "mags = sess.run(model.Z_hat, {model.Y: y_hat})\n",
    "audio = spectrogram2wav(mags[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import IPython.display as ipd\n",
    "ipd.Audio(audio, rate = sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving: say the word burn\n"
     ]
    }
   ],
   "source": [
    "from scipy.io.wavfile import write\n",
    "print('saving: %s'%(raw_texts[0]))\n",
    "write(os.path.join('test-dilated-cnn-monothonic-attention.wav'), sample_rate, audio)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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AZX+kPqgAsn+/AZPAJn3HQClAmD/e/wCA5IBh/i/BNYAZPyo/EYCJAgX9r39oATeBI3/0vfl+ggFAA1v/zHwIAGhB68EiAB59P37PAZ6BqX+KPtD+rgGvvxl/swD1/lx/S/+EwRA+6//3PicAwME8Pjo/o0AEQSD+zgA/wHb/Yz7GQW/Alz9HP7+/hMCMwQwALT7gflsBQcJK/7O83X7OQw4BGD6YPbmAMD/GAcz/J74AQAi/A0FoPqU+xD+rgXHAET1fP2aA0wDUfiD+coDdwXc+sL0rgBxBG79RwGe/f32lQFeBVr6Mv33AHUCzPuG+j8FM/+Y/m31nwCGBlMAc/h399MF9wLX95j3qQUR/i78jAFxBGX7Jfl+BDsBLP9A+179HgQH/Hf3tP8/BYb/Rvy693ICpgNjAZ/4WvwWB9X9WQQi9O/8TAJwBjj+I/KoALIJnfc09Gn/RQQZAsjvLwRsAgX/XPemAFwF9/os/wH6wQE//tkA0vcj/t4LL/Q/9g8GFAN++UH5kf44A+IDxf4T+pH7AAG2BvIH6eqW9X0L0AkU9jbtQggyC8z/RvbI+vAAAQey/vP3pvtlAqkE6P4p+O/3TAIrBR38f/hwAK7/FAQu/RP6w/lrBugGz+/J/CkJX/+p9xj8PAWjBMD2RPzRAwsCWv4v+sT/pQcmAT/zpv3UCDUEmfWr/5QDQvn2/9z6FQZSA5X47/b1A8oHl/ja+Gr4nQOtB1j5uPIjBF4BCQG4AI391fjw/gkFqPJ/APgAggDW9AD8EAlg+4H8X/cB/ZAF2wC09x39jP3rA2gCy/wGAFn95f/8/ucCuf39+Ov73QavAzH5KPu8/QkGWACU/OL7qQBFA8H6p/EbABgJb/qq+NH0bwgeBAv46/xZ96sJuQB69pH7l/k7A7z+oveSACL9qQG/+fjzgQH/Ae7+Yvaq9rz/dAZn/wH0afcfBqwEIP/Q+/j7cfoRDdkAzPpk/u36zQPM+5n++PMH+p8FuwLi9zn4jPOgA6AJTfnC7un/qgko+x3+7fU9/db8zAMg/y/1T/3A//cCvfro+d8AePy+/an/jP+y/doAE/vJ9kMEgQbb+hnzXPvvBTQGlfwx8P76ww7P/8/xpPZWChMGSfnq9YP4EgiVAqv8s/cA+DgHcQCU+PL3Gv03BOz5twCc/vP84/20+xgHOvaD+JMLu/dw9sgEEf5a+1/+ov+G+mD9S/tWANAI8O4U9nj5YwVPB1317/c49k8GZwfT9ZLqTgn6EzD6O/Q9+ckCgg68Bh31ovSPBSUMeQPv85v56f7HBKUMg/PF9/j5URRsALHsBgLYCk0Fr+9p/+P1MwnCAu/8yvD6/AQKE/sg/WXwVwcIAK78YPjX/G0LvPtP/RH/2PcmAMsGoQjz9ZP1ewZ4ChXwUvupA+v/qfxW8C8Q1faJAS39yfsWBEj6pQF/9GMJYfvf/PP2jvwFEYr5wfWY/NsDyggdADr60vnmBdQFUfoB+x376QlmAqgCIPfg/ssEDADOBWTzbfsnCxYJtut08aUSpwdV9fXxTQA4AjL9agTp9On+ev2H+jMAYf+ADe/1Yfs7B0UBawJd/QUDZvmYDbQEY/Mc/Ub/LguI9kH7QwRM934IO/pC9fwD4PsiAZ8OVvhj8b4NoQit+lr37Qyx/hD5TQdDCd36f+4lCjEKq/VoAH0FivpKAsP+5wGG/OL+gwAB+WQDswFRAKL5NPkpAzAHMQnI+tjpZAZ9EHXzcQdC9BH6DAWHAdP/aOcBFJ0DcfWjAHPyKQ2XApXokAkZAVP+DgCM9SAB5AQsBnnxYP8bAvX/LQCs9Y4Hp/oC/YMMiP1i+sH+MRV3+IzyABCGCAT5SP/VBXbyVAMMDeDxT/x7B5r2Wwzq+y/4if9YB5kJ5PyaBeP05gJBDkUC+PRY+gIJwAJP+mf09QOGBAf4bf7KAh8JvPhz9QsIZwcA//L8zPncAUkLiv088VwBbw/R/tb1Sv8uBh8ARQL3+w4JxP4r/lILQ/lm+5b/PAwg/cHyYQxaBSDvLwSPEXAINewg+AogtAug5xf15iDOBpTsOu/+COAUt/XB+Un/Dgm8Cz3w9/8KBQH2lgo887X+mgNu/JwHcv5AAUD5/gm1BB762f0CDav8pPqBCi79cwbV+Gn9/wErAzv4NQAlCBX50AECCa0Hv/gfAu8C4QyZA3HtQPr8D44JafgN9vcJ/wTc5yYScwQ4+JX45/7dD/XuA/qcBNH7u/9GAOz1d/nfALoA6/UWAxL9OP9IB/n5WPujANgLHvmwAFAIwPfA/YoFyAfs9+f1KgY1BYICcPjEB54FEfyBBdEHMwjW8tUA4RBP+kb98gC9AzL7NPwmDL71Vv4KAIf7mfz39+f7PwNz9BgADQF+/hL7lPl8BaT3awJ4Ann88+n/DXYJ4vas+QkC9gP4/Nz/DPqkBsr6FwVPBdvxx/YJD/P/bPSe+SsB1QOn/DUIlPSL/QQGWQTN/qAAVwf19vYMeAHN8EICmwRo99gCnvgt9D78XP+WCf/wI/l8+s0AAAPf8mYEMAIqA2QBAPoSAXn6ow3zBE38D/uJ+nMEpvtJ+SX7NwdSApD7XvFgAlwBSwPt+VP2xQ0/C4vygPa0DKj+wPdt/zALH++TBFYJ1fSR9KgKtwNG68H/UQdIAJHpqgkyBAb1jQQMCVn6EPCWBwUK1gW26vf60wtZAqb+5+2S/P4D//zP+xYGgAp26Sz8jga/BOL7P/F9CcL4XPwx/O4GoPxg8/8AHADh9Jz/Ywck8xEA8AdeCrf5XPm8D6L7MPo4AA79RgKo+zr9WANI+DXrg/8pDy/8XeZ3/G4Bv//Q+5P9kv3W85YDaQXWBKnylfsgEcH8MQEq+yr1GQTyCN73Zu2+EisFnPI68M8Sjw9C8E78iPutA4L+2wrm5o32RBEqDEjzVN80FFcC0AJ+9vwEjvlX9P4Wfvrq7zL4JxF//mDvSgVKB1X+w/rD724GnggQ+WDxfvrkBMD27PF4ASH+SPsBBOsEvPdY+o0D6PgqBgYBJgMi+o8E6vc2BEoJ5vEM/2T3xAMj98z43f5p8XoDuwRC/TD2rvgUEvf0IgPVA/D/6Q+w7mMDL/6kBcAC3/JK//wBRAE6903zWfyPCRvzjO7P/OYDs/+P8R/4pQXOB6L2ve+wAeP3UgM7Ay/1GAFr/90NTPxy8pALswZr8+wGbAuX887+R/5xDcn+xusc/sb1Ng2Z/VMBVvys+68Mh/Fr/T8JoQmM84/2cgE5A/IHuvrP7+EBtAl2BerysPQaBJf8NQdD+C3/lguv+Kv0JAWfCLf1dgNKAFvy6PmEEZ34Zu9uCJMCW/v3/wwVqfeR9LQAOBDL7uv0iRBs+M8C7/Fp/U4RGgZ36Db4sQTcBZD1kvfGC1bx1gS2E6X1TPo9CKL7OxQCBIny3PRIAt8NU/py9Nv9ZwKfBAT2vPWwEibzvvHHEiUDjv158zsRiRjx7Uj+Vv76A6/8bQWZBPrjq/3vGTQSyu2h4mYSng9k+1Lv6fTvChoA3/ti9ob+iQGAAKwEE/q++8gCbACoC8H94PX5+k8SWAc38ZMDx/8S/qv+c/PW/IQEjQOYCXv1CvGMArYEmf/B9xcJ5gGZAFYKxvA6BaMEjgGr8KDtAAZDFBAJNPem8o399A/z/AP7Y+8gBvT93/pS//H9zAD1BR4QIex7AgQLjO8DCksQQ+8c9r0JRg/96LX+sgzy+RD8s/+YDgnzb/TiDQQMj/r39A8FkAN+/eT5ovZiBZLq3wdPDtT1gvPGDMkaFek0A3cL0visAsX8+vlY/zD06gArBpb5EPqt79sHiQKW+MP0EvPDHw76veBNBYcRcQhe7ij4TQx4C736PfUP/X8OkAWc8Dz61AwhAJv39AWp/7sJ0fTz/EP8XPI8C70D8fbg+b4EZwV3BQT8pArE/WoC6vyZC/b/D+wHERb8ff4C8g/+WwblBSD4JO6HA4EKhwcl67P1WALmBRABQ+wu/LL/mgEVAqoAWwlR7w0N6APx4nMKwQRBAAvztwHUB1LyXwWA+ZYNPP0R/NsMIe6VCJ4ERvp3Aif3TgpNBJX6LfIWAb8GUfTQ+w7zogl48lryVAEo93wO1/qq/BcHIfzyChkANP2rBqMGjwJx7NH9BQ1dAi32AfagAUb+svmVDRjzKvJGCE8Hgg3l8Pz9RhAj/ybslP9DArAJJO7W4F4MkwWKAa3j6f2kAaEG5AwT7bLu+gUiGZj0I/qt+M3/aP1CA9X2gPuBC//wLAhs/yENwPyu6BAL8wKhClvuUvVXA3L1RBm89Hfzg+8xBs4HFt3ND3oCI/LR7x//EQcIAr34OeSRFXEPO/f69Hf6aQCbAyb6ePy6Ag/yQQLZC7z44eZFEdAVauKe8t8X3vcs7IkCjf9C+ccM4/8q6uL5BRLkC0Tree5CBcASAPy29HvwPwmU+A3yDgL47/sH7v2s8xP8iQrb9dAF+BcL8ln+1Qb2CzQER/q6BLH9fv6hANH92/yu9DICDgj++/n1tvxt/9X4CgCV+zoBXAcu/Kf6mPdPBc4Io/eDAXX1zP6r/b3ygPZW/asKrfuD9Yb8JvuVBfwII/Sl/YsGDhWj+Y/sCgl1Cq7/b/K7/YH15f1AC3T2AO8vDHcTrOcy+iQHE/xe+m8FmQej7JYA+BVQCD3uaf1IDjEBWu4bAboEUv+uB9YJkQf68wr8oxCB8x/ifgyr997/Lv3g+JXw1/MGEsLsAwXWBRkCVQCy95sOrQMC/qL9DfzAEpsGfOb1CYgC1vBnDG8EnOuF8oweFP437IEEl/tUA1IVvvH47tsJogqJCbXen/+kEPQFvQUD6EXw/xnSEAHbEAIeHt/+F8rqALQ1VwKY2p7w6yEGDKH0bODxDDMVyuyQ5AQHTxO5/UXuE/0pFjH34uvvHWMUTvD7/0L8ugmBCEv5bOnaCbYSvv7b71L5WvltCkoTy9zb+HsQK/4FA9r63PxoGA77fO9/+5IEmxIy/EPod/w2D9wIIvcp9V0EkwW8BbD7qfKLCSP97/ffA8fsmAlABXXwTP4YFvr3Wu+mBJIG2hSa5p/+VRDUDQb8MunNCIkVfwh68ab5U+6DAdIOAftD++sDtv6x/j8EDfT1+ZD3bQwWE5b2CuuM/w8t8Aki2RD/NBmM+pz47Ahl+Pjwwg/zAzHqkvn/A1sHtgbW6kj/sRH9Cnn1aPXZBKsCGfXLAeAUMfctATH6nw5H8T36VQkJBHTys/6c/8j9ORj51uILgwja/sn9p+1yHyL9neJnBxsKSBBK80L0nwGoBKIOZ+Y3+Pcamfii5YgXMv2e7lAIZv9++XUBawxpAQ7zogbuBaX9+/O/BiYAivxaDKX+ZwLn8if6jwxn/KD6iQMA7LsJZwXk9Ff/xgUBDcHvV/U5A1IEIf489MIC+gGn9FsV6wA04UEQ9xt+/Fbeywt8Et303QPxAK7wDAeYAs7/WAPG4jsDZQzKCaHiJPv1GkPu+/8v8ZMEaQh48tr3RPMPDIQEFgCk/xP6IgYB/ZgAkPWp/KkPEuY4CE4W4gDx7Nj2XhjI8inzjxCk+bL3FgdcATEEMu8fF3b+tejnBIkKBvjF54P8gwKSFpXoCeaJAKEK/gwP8M3t8A6JDeH6pPS08gYKCQSyA0j1Qvje+mECLQSt7IP7PRHdAN/wzuT5BTcjX+uP6roAYA/b+JEBw/Aa7UsWJQiF+PvQhAyFFpj4bPIx8IAWKvca/pL1gwFxCKj3fgWT8koQ+v+36dIHqwqi+RwEzQOX86v/WwW1Dlb/6+IsAdwaNucH7KUW9voN4doC7iMi65voiwxIEWoBXe1n+WT5ygRX/S8JNP2n5e8DJA+o/H3k1fzfDBPxMPQxE5/uRO8EKHf0WvBPADMPsgV30o0NHxiQ9jsBIuhfD0b/bAF+A/rwqhKq5w8HlAEy9lkCNgcs+Vz3FQWf+n78ZP+QBL304ACeBOn4ngQqCez64gBcCakQ0OyI9yMPGPXR/7gFGQXw9X764wDa6lgBJBG66Zf9qAckBKbnA/diES72x/Wb+Z0YZuYyBN4MHfBtClX+PPog8ykMtAtO7RrpURslBXP3Ov9a/dwHwe6jC4P4Zvn/+2cLZfhi7+oIGuxDHDwRF9zR7c4aOwY2/KruCfr7Dp0FuO8u+a4ED/axC/v/w/NM7NsIvQFE/8P7tfazAc0G3fyM/OUVpvM+5sMRvBel9rbc4ftJCLP/W/gg7p8k/fm75JH2NA+KAwH0mRJW8SP9PhZg/an83QKs+mf29f9UDnn79/LF+hP/jv0REFHvbvRJChcFDfeh9RkF0AuRBhzj3gvNBaYA5PFf6T4c3/YyB9kDAvBfBDgCbgGq95X46gI4CMzxuAZYAPMCzBmO9HrppQsbD6j8D+6TBKgVu+zt5ZoEDRo6/ivgcvuPBN8WAwFE3JoREhnY6ZDrBwLIEugBzulpETH+of4P8kkEhA/N+8MF+ObSEYsGCvew5zQKYCVG7dDnaAftEdr+sf4b8sIE6QIlAjcOb/Tj+/v5KQLtAvb5QArK+nX+wgPd/NUI8vvv9CQIKiJk8QboZB1H9Xb7Bw1KBBnscQJXE3fu1/jMCh4ExArt+4TmvQ7lDEYAXO/L/B4KAAW3BJ7wvgLFBTYFzgHRA5MFfPKB/9kIsgNy+wYDtwAlAtL4fQDhC1wD5vG3/H4hCvh99z/5tgqT/2n30BC2/sX1/ALEC+j77/ssATEJ+gDsANX/H/yz/8EBSv1eFWf66uyeDM0KVgFv+eEDbQMAAGD3wwMnDsf5nf+tDDf9uwdD+OL+9gGZ+TgHF/+h+cD8aRBX9mH3Ngj8BV/9AfH1CisUdPt6+AwAag4KEK31ZufFCnEZnAEU8pP/pgWO/6cMJPsf+wr33gm3EkHyfOmmEdcRhwDA9TICrwsBBAEMEPsd/+D7ihPX+HHx/wTGF+T6OPPFBdsC4QR3+OoLbvIrDa0EbAwG+ivvZifgBu/g/w9WDq35cwSp9aYRbwcK/xn8kwggBxv4pALKBeID5P/y+JP9bgqXCVDo4vpxFbwB1PYN8EsQGv1VCSD+TwLXByn8KCBQ5hEE1BIL+Uz9lv2L/uj+IQREAyH2RgJGCfMDhQ3k8eAIxAhFBzwEXfXcAfgSuQHx8YcKIAtF/K0HuPu3+bULbgOM/ab2IA6hBOkEmflv8E8PSQ1l+T7tyQcBB1n9LvG7AgEO7wAkAxUB9QdnCR71KQFUCW8LMvcy+qgW3/c29Rr+Exbv9x/9Dv6q/3YG3fx+Btf8ig6zAlz/eP6tB28HuO0cCJcMyfVjAmQHkf8mCYH0LgV4BREC7//X/b8J+urHF6r5nf1k7yIDHSkA4YcCRQ2J9RQIPf2QCLr39v66CM/znwlO9fAUbPVd9rAVOAcB/q/wFQTZDCMBRf/5BN4ClwDoBDgL7/3qBAT5bwpdCYLz4QOWAAkOswP15ZQSfhXI9SMHCv3wBvYKPum6B90C3QJcDkf1RgThALwHAwOB7ikOxwUF8EcJQfRCCV0JU+3yADEJgv9f+g0AWQKVBa/5Lwo//2YAmASKDr74O/fRExn4ZxHr+vz87gbjABsLAvm8+EEKVw5z+8v74fxEBKAJqPlc+0sKoQ0FAlvszwe3ABD/4gf5/rMGrPPRBcYMywNn99T2jgxNBwQA4fmu+UUUpQxPAmMC5fvwBND3kgA/EQ37WvOsCzkJdPKq9AcFagbYCMz81uhiGe8HBOMDDCUQ/PZw9BQTOgHu8PYPWA1w69cGTBdR+7fySgXbCXf5TQL99+gQ7AKw9Er+lgvgCaT7avo87hccEwjj8zX2IAmqCpny2AXM7wQPhwUO7yAB1AcVEvT8DvqC+j4HI/zgBa4Dqfvm+y8CDQu679AGrAov8fb12wdvBJH9dfgEBa369ALH+tTzpxSZ+SIAu/Sw/I4JDgFr+nT7khQt9yz1C//vANYGtQIAABL0hAboBtoAuP2M+jkFYwaq+s35ABAF9SEBOfqP9a4QzPaj+fL6CBUHBWDg9AdPECz1cvOHFND/MPVvCE/wIwchCEcG8u1b/KcUOgIj72DugRy3/2L3Zvn7B5n5EfaHDKUC8wED9hwL6fhf8jMOMQrl8B79Bwzl9Or90Pp+Azz97gR091v5qhao9Y7yLf8xD1//kwZGAqbsoO1aFzAAQP5iBFDwGw15+DEQHuQl/3UMNfUYBib/+wTL88UDkwFwC/X5tPDJCM3+pvkRBEH91AZjAkjwwv3BAo/61vAdA4kNyQAP9hH37vsOC64Fj/yQ7zT+thFL+Z78J/Zm+qADRQUI+FkCnQx574L8Bwdb9rn+zQacAOP8mvi/B2kGQvGsAzMKwAI19nztqQp2AgT6ZAEk9lQB7gLyAN32UvNmCtMKGfoo5gcEURjA/wLlfgAcBlwHf/0P7z8E1Qf++//kEQh2B34FhvVbDQwCXO/PDHH16fsd/7IBUPmk8j8N1P/k+Bf20wJ3EaHxYgOsAx76NfzXAzoJhvh86kkKLAld9ePvogBdCOz0LwBW8g4BqwNl/iEC4/uw9b//yQ799KUEDAGO9vMN+vUd6CMFxAf5Anbw8AXiCPr04/4WANUUqew88PgILAwb65H8Af+2/lAVi+LyADQR0Qc98Pfyjg5aClzyofH3AyAHd/808Vr7Mwhj/O36G/12/7kKkvEX8OgK0QxI7Qj/ivwd+mr+kP6sAmUJGfN78wELq/0qDW3ncvnwDuIHAPT18k78/gdbCG70ZfwU/uz5vv1kAen8RPRCBvsaceBx+EURFf6OCTXwrPtWCj/5Gvo7AYL7x/mfBe/xMgR2ELbxHfOyAbUBxQDY/Bn89gTF8x0DvAaa+yvuhgEqD8H5b/N1CHYHaOfcCPgB3fc8/1MJjQB583YAyP3BAMHzxA7HBXTu/Pm9BzgFePTo+TcBfAww/O3z6/3gAS4INwir2Rf9XxNGCHj3OujZBg0LWQUD5yH4tghoB6PrvgPfAhoCJQbh9aQEtfKb/ZULyvmM+t7+XvbfDr31CPyZCIT6CPVa/hwF1v7jCGvyQwWa/cj0YxDtAqfuYfsjGiUCmvA6C5jxg/NuFGb8wgFp+ILu8vogDI8DCejVD80HyfUs7eMGBxi+43jzyhEJELjxkOo3FGn5D/TtHb/wL+ZjCtgMY/Rq97YGevp5Bk0G2vKD+AwNDvPY9y4PSvcA9r8N2QUS7XACjf+B9FEPZfvE7k4ClxH6AavqQgfTEEb+TOMRDdUHNPlhALD92RYq673x0PzWEln8au5tDlX0VgK8F4n4iO2RA7AIVv5+9cr+JgMi/7gFs/x/8AEY3QU07jb8/wF2Ap0A5vNx/jgDIADUACT84fO++3ENVvRR/1b7afdD+hwOaAR78SYFhgdl/n74eApF9mj/ZQmC/5n/g++YDLECjBBy8rPwGA70AqwIeeUL/zoHBwQM/hL8XQa2Ak74zPyTAbvz7AEi+DD8Vg0u+5j9fAY0B5r7nPGNDuQKFvOc+bD94gsG/Yv4DQku94v/tA2sAr7xMOheJtAB2eX3EcsDhPhx//odQeW58SwWegZ58z32Dg9M+FHooh2DB33isxUpC2f7bfAUDR8RvuYGDeANPP8eA/Xr5Ao/Elr7B/36CHQDEvLG8/8ctgP98ZwCywYoBdP5EAbCAvcE8PYLAHwMVQOC8o4JI/mM7vsKyQS7D/7v/wCQ/2UGxxGi7kUQLvMm+fQODv1NBfb0NwRNFIkGN+gxBTkO/ewCEi79N/X/FcT2wvQ8Cj8KnP9O+MkAtQeoBxgIhfzF84gTmgoO8rb1ZAns92sM+QoY8CgRofRGERL2NfzjC5b2EQxh+XkHsAB1AqsGz/z7+p8DagQqBl33vwkA/fsE4gQa+Lb2fhDJGtvcZAPQBeYWqfDI6q8F3RUMDiXtl/PUCZAU8PU0/836Qxq2/cjv2gR/C7oEP/xwAZkFmvbg9SkeFPUa/OMKNfnzAogB/Q2+7vsBixN0+jcCVPlvEH74QwIvCBb91f5D9GYRngao+LH7CRCCATH2oQNZAz8C8f1v+YcRYQdI8lkE6ALrD4f61/lVBIcP1Q7F39gOQwmB9+IO6/3D+24A5AMD/hUFTQRi92oINAf+/soB1/vQBNP8Pgqw9YoMHQTI65ASRgGd/Wn66QT4BWz9PAacA5H+lfSmFRECHvgQACr+aA+Y8ogIKvkBCqT+CwPV/MH/PBqu8+EBRAlsCkvxOBEmBujv9fYvG8YHOO/d/W4EswLtBagOu+K/DXsIYAbDAkvtAAr1DLgCme+KASUcsPVm9aMNHAPXBqf6Afd6EGcF1/R5AjUA5/s0BVkPt/Hq9JYUTAMx9y0C5gfVAPYIEwJAARgDiwO6CLr1/AEi/EoEpglc9Y352AcqFfH0IvI2D9AM4PAN+dcH1wgV+374Gg27BZfy0PqtFuT7kQKTCmblEQVrH/frWfXrEZwGHv/U+c/27A1jCMnuMAKjAp0O3Ph89zcV/Av0/DPvoP5OGPwH6/KF+bMPLQLx8rsRZgCH8Qv0EAjCD4z6HQBHCaj23fyWE5HqVP8vCawEeAMr87IFl/7UGC8K0uSm80wQnwkT9w/4WPxxHaEGE9wPC/cN/uxYAwcR/gK5AHb2ZgKQBSD18QgnBNAEyvdA9/EHX/j+ClUFxvGUD8H/agOuA8jotgsjE1P0hwRnBKr+VgrOCOn+AunNBRgVDPUGAd8DDvyoB/v+Tvz4+78KjP4Q+TMAYfppCygIgvQI+88Exwsc9Ybx9Aq3BKHypvg9FYv6su9MA5sD/AndCBsDf/tE7/wJWxUJ9i725/nIAFMJ4Plp/QECTgWdBQr4aghZ++31UgiU86oCegQwBrT5FP+MAxf6BAST81IG+fcsAvIRGPAj/NUVh/4r9F0AwRKBApLyCgD2CnMJsPOL9/L6CARBDV75M+viBbL0aQ7oBdjkpQdBB5gSKeV0/N0HYf56DAzlaP+pBaIKDvCe/YoT9PtcDnzuSvn6E+cJXfnK3l0H0SaU4zjpNhpwDq3nXe+mGn4Dv/Fq/MX/3/whEvj/OvfR+SH8bgY6DKf+WeNuDXYTKv0G+Xn4r/6k/c//ngCF+oQYHweP26kIiRAJArHyyANkEn7eXvFrHdsMmuCi85oNNRGb/GbobAJjBgkJ9AAy++H3Hwlr/1z2/AL0/RYQZfDoAhMEv/Jh9MkK5wVD8VoSav93+TsJag1I72/7CwujCfH1tvt9+aIVLPG45QEqSfM1BLr2kgR+FLnuegBp/BsJVwDI+bECggiA/RHyXAsZCB78XuxbBeoJx/7d++b5cQVGDqD/HPFA/rINnQkX6jsE1/h+BYUiM+yQ5WsQyRY19ObtnxJn8vsKFvrL9GYKDPNJGuf3KgYy9j4DDwVtBg4LrfyI9OD4ihTf/REBQgKk+BX10xWa7ob9XBfl8//xrg1PGIvmd+42Hk4MlOmXDgoDS/bLAtQB9gfH9+H77wSsDx72Eu4wEN4HIvV2DGz8tfriB1P3J/7yCp8Cn/55AKsERQVU/CAPePth/9wMGf6gAGf0QAZzELz1kAL7BmT5W/uxBX8O3vnO71gBHBn8AD7p6QxYBer2FQpa+1/72fwK/jYH6PkNBAsA0QC293QJ7wAC9UAPuuw1/tgSR/9z/qnyORPiAxr2WAbl8zgICQRuDf/yMP7sDHYGOPobBlEMU/TfBmX/kAUf65gIjBUf8+z3HBP3Bt7mVwkvGnz1P+t5FEYC0fINChH+EPpK/3cP4wh37nz2IQOaEB8CiPxP/r0FZRKH6LEDDA0OBCYEoPmpAcf/aQT3CMYEpPIACEwAaAyKA9T3sAxZE+z7L/dtAfQPBgey+v8F2PgADNgMFAZF5OwDuxm49tv+fvsT/uIMk/UV/zr8fv3KF8IGpPHL9/APo/4RCO73zvWZGvoNt96O+kkmJ/Y682gGjwdP/i31XwTaCbkJpganBSAIev8q9EgSDAvm8eQItwms+tv1fhNGAbv3BQKRAhoQxvxM/UIAVwCoAH/+3gnhBAsGdAIP7XUEMgzcBw/+MwPNArgC+QWmAfcISvj8BrcIbAs87mr8GRRD/EH81A0KCzXk0AWmBR75vAOBAp0LrfUJC6oFifNKEo7+SQIFBQ74NwEdDTURFfWR81YFLhNPEn7qxvCIGJgSUvU/7fsJVAt3AfnzBBgICYrxRP6M9i0eCgUH6XTweSPWCqbp3v2VClcXI/E5AsYBMgfLCUjn+gtKEinzZwTlANsA8gm/BbcCKPbNC079mPYDDKYS2P/73goPHRL2/s/rwAX/GFfp9gGHDc735fwBBI/4AROFBpj9bAsw+sUOSwJE7Yj24gqdDwH68Qd3Ab7y5gQRCfD9xvzJAnEFsv2YAqAJmfz+9r8IbAaxAtIFqPx7/uz8ORB5DM8NofFH690U+Ai89KHzwQiDE3QBSvLXBi4G7ffd/+b8CwuS/5zyyAoECkoDF/8e99wAoBJK+VD6KAPpBj0FE/k1AK8FqAM2/8z/G+9mCDsUF/799SYCxwZ4/RoDHgZZ66n3nipM+NnpbA9MBJXu1AV7FS71pwJKB3gBE/ytAMT52gj+CafvowGU960LHxHM8dztHwoLGWr0lgKDBXD+UgYH9Vz6UBjpEdret/YaKgoAEtxZC44LU/7z7//83R2H+I/3bQTJCNkB9PTFDNX5SgD8/BQM4BM+4skGhxE1+9LucQVnBgoJkvOt8U0VWgk19hTw8BVaDzj0mfBM/A4SIP957k8BSQSrD4j4CPV1Bq8MSgnd9bjsgRAIDgjw+wDG/kUGDPom/+gEe/1nBYkQ4un4+swcGwa4+S3vdwKRCksC1vqe97b6Ww2QAmr+Ou15CokRcvdi+bD+1Aox900S3fsL88D+ywcvC0zyGfgQCugFA+7/AMgI+/5g+rEGffsGALoC3QMlCSHv9wk1Co35gfwRCygH3QRZ/Uj8Of7LA7T/hAOmClfw2AG+AAcA8/jT+eoINA4c/Jn1ifg6CfcNPvX4+MACrQwC6cvwUwYOCRv7m+4WAw0I/gfq8s//5QYBAcAAQgXA9R39hwYVATsAoPDHE60B+e2SBbMRqfNu/awNk/tgCtD64PqL9EcLpgw28iX3jPlLDdL/Bukm/qcJAwoc9UHtfA4S/XMBqv/D+L8HmgDrABz1kwCXBnn57vpPAzoEGfSzBksGrvcXAP0Cxgw++NjtBBfIB2/yQv0zAM//Wgr4AlPy7wkp9rD1yREbAvT4RAqdBSj1sO7UFIUL0Pz69yoEzQfO9ZMQ1/hFAEj/eP5LBsvyR/3zAlcA9fi49LEUCvmj77EMMQio8/z6SxccAHrs3QKfC7r3SQooA0D8MfjTCdv+SPiwC+v4RATaBqwHhvmY9KYNDgx1+u0E+gfY/2z2vgz9/KDx/w15/pfzGgMWBYj+WwES+EQJDAJG+4r4FQPTCvXz4f0OCFAFdPsoBD4D2PfRApcCugjx9m/+BQZM+IkMCft4CbwAUPXrDf39HfCBB0cHxvKyB+8EkgHS8kYHIww89XL/awMfCiP6/wOv+Sv9TQ/v/KIB/Qd0AaIACADSADgEXAI7Ch4Bsv2HBE3y0gkUFZX4p/pLCB4L7O9Q/HYDKvgmBSEA0P5bCGkDu/gsBJf3/gOSDkD4pfmPBFsK+vnZ/GgDOQEIC3MHd/wnC7H7SPnZAMQE9RGJ76z3KxfUF2zkDO5/HboGaPL/+tsP2wCE/+cBJwMdENXy2v67DGIKmPeG+EQQ/P/1BVn68QApB8H/Hfzj/1sFDO/Q/i0SkQCbAoEDSgWp/qQEdgVr+1sGkfmrAFwCzAqvDk8BRANN890IiwYc9x33cPf/E48J9QIG7MoAXA4U8jwB3gb699X4zAnFBhUAhwO8A3oFTw2Y+sP+qwNDC+sGlf2UARUM1gBO/eYD2ABRE+D9mAvH95X3sRwY/lT2qPphDRQNpwEaBlMC5AZY92r7IBB/BFDrDfLpE1AKAAH++AYCxA0U/Ff4lfv+BUMBO/ycG7AECPMVE1/shvdmCeUJ5gR9+5X7+gnICun8+PSe+64Me/laBan6BQpB+vn74gvCAp/+v/AQFp0FNPOJBwUNnPuF8zwQZgTnAIUCzAn0/Jf8xAoG9/0LOAkSD03uofo5FYEDzfPS/PgUEABBB3DvWhM8HIXtrQUgC5QD1P7l+BsCZB5JAePxqAJoCEsRT+3/8iwXTftw5vYOBRUN8xvumQ95C+P4PgFsAyD/RAhNBYL+1wvKB+gEygSs+YX/LgLR/xgGy/I5/IsPtAPa6v3vxxYbCIX8XAGs7HUFRA0V9troaw/VFEHo5/9H/sPz0QCcDT/33fCHFIYNO+Kf7WIboQS47tMfYBgQ3zoPmRUK/J/8oBD4E1vu6PNRAoMZFQTG+5cNMQSy9PUQDBZG71/+zgpsCfv5i/5uCM8M5/n88HEBxBx19GPknxT3Auf67PGFEvT7kfuyCzkB5P51ALsMJPxz9igL1wdz8879hQJGC9bl9/1/ED38gf879qgBPgXP+yHw3P/6+YYB+BD574LoQgfBFXv08/XmDl8OO/A49GobuAqV750Mnw/Q+bsJFPXV/Uf/XwO3BPT+Dv6o6XAVBBOz+NYDGQN7/soD9Q7t+Zn+gR6V79zstAV7CT4HNgBSBkLw9fpbDx/++/s9F1D/YPrHCqkJRum5ANcQ2e9L/zL+GQmDAOHrzvcAF9P/fvhhAogHuglr5vb2zRQuEejsO/ACEvoGX/n39sIEbwl8BhIJhQruB3bwZgRrCkf0Fw0NFgDws/wCFKECHP+U67QWbw+65xX/EfqH/+P6Av7a+zLykfun/UXwlver9rTzXwQiBJf4X+U7ApsSiPIz9wL/GP7x/9b57w1r+qnuShKnHZ76uv2vEDL9lRJmBagIOAgo/7ULj/2BB3f97w2xAW7zWxpvA6H3nPgUDoQMdPaAD6b5iuwKBgIPUfZM9EYPagnw+vX7C/pk+r0AsO3mAagTigIAADv2jgLVD9cC2PzPAsIJFgD+BC8S4QVO/0QAkBEMCMMFhQhYAaQUQAarBngIy/RfBnQRDwtj+zIHTxtIA1z+Vf5RBWIE1PQx+gv88f80/FAF3gXd9Db9iQAJ/r/2A/Px9176E/5F+MX0R/5O/+ADcv3L9pUCegOqBGgEcQDMBGoPlg+7BJP4qRLpFvYF6RZiFb8GvxTuG/AAtv1cDVoGpgUS/73+sBfnBsv7Uv0SBVMFqfNb8Z3zKPp58DPvePFp+g72UvDT+IPzFvHl6LD7x/1k9sT2gPGFB00M7hBACWz9cw5KE5IKnAn3C4QK6hlbHt4Y2Q1TFlYcAhPzFiMIpgyrDt0KPwyxDocVlhMvC7YOgBBfBXYA8PZV/4UDO/vZ/jD/CPgJ+6X/2vqI8kn0sgBf8V/oq/LN+jn26e7o9ib8Xf8N8sDvAPV1+NH6bvfG+Uv+lwGr9Fn8lQT1+0v/S/n/9Er4dfTc92UAuveu+eb3u/lN/Z3uve+M/1n+z+jY99L+fAEQB64Kkw/lDc8RYhCyCAMHpBV3FGgQ1xlVI9gX9xxhIpAcOx0NIbAebxl8H8kaHxeCH+wYgBX1GlIVExsXDGcMUw/LBd4EmQceAFb5eA8YA8n4n/9UB00BPfGhAaj9KfcX/+H7Yv1tAbUAi/9U+YDulfUS7wfli+bC6GfvoO8S57TmM+rk40XnF+Ok3MbcsNur1uXb7+qV47riJeuD6tzsd+m07UP0qvZm9Ub11QLZ+vD3jwTTCWsJ1AbcC4MM+w1XCrcJLRKIFXkQUhCAE9YSFBzBGtETViGuJu8iRh/XHD8dcRReF9gXhxgfHQkY6BMNGFAdYRSLD/ETkA8CEE4SQBCYFS0W7BiqGLoWGBiBEhoNMQ8HDlkNiw7YDlIUXRHDBdsEWgnjAsb6wvms+Wn40/LH7q7sG+tj5z/eCONq4V3YC9bs0f3IwsbvxSbFdcTjvmrDPMLSvwjCxcO3x9bMydD9z67U7M9Uzr/arN9B6A7xAvDM+jsIwAM4B5MTrhwNHq8i8yUFKiwvLC79Mtk2mDwfOOw3hzT2NO434C61Ltky/zORMEM02iu0KT4n2BrHHK8UnAiCBWwB8PxZ+CD6L/8yAVb9UwG0Ck8HrQipCDIDAQawCrL8Jf7LBcT+VgM+CYwOTA4DFM4Vvg11EUQXJBACEEYWDw3pB40HegM0/x77OPc/9Ajw1eer4hrfwNkm1JTPR8Y5ujiz8a9mrKamQKOXqDKsi6dxpB+lvaskreCsxq/Mteq6J8Lz0pvcjOEy6y/1afcU/RQJlgyhEcYh1CtNNBA44jroRGlNSVA0TspSPFc/WsFX7VXIVzdYb1j8VFNSJU4QRHI87Di/MmErCCSyHFYWNQ4RBBL+HvhE9zL4YvUB9yP+I/4e9oD3JPJi6rDnc99Y4SrrIvAQ+WIBPQPZCvANJAkvCZcNRwu/CiERAhJGEAMSwRO5D+0MDweqAAP7aPLj6onliN/T1VzQysxnxZ69s7lytRWqXqS5oHuYvZZyj6uMLJGUk8qVX5vxoDSi8KkFrTKyd7xix3jUc93s6pT3CQNxDtwXvCDfKmE36T54SHxUNV3WYY5nxWzXbyVumW9GeKJ1I3Oqc0RswGPCXfhRRESQO9swriWKHscZlBURDnsECv+Y9RXr4OPr2kLXM9iZ22zf6uIB6Cnroeta633va+y85vvsAfJl+qoE8AlIE8oeSCF5H/IfNxyiGLgYNBNeDWgMgwbXBFAEcv9x+Fvu2+QK22HOK8TNvfWwQ6zNqNyibp/Kl42U3pFei8+F7IQBgDWAyYX/h/2Q+Z7SrIa4psNV0snfxed/8RkDEg/XGXctIzrKSGRYw18AZZFt+24oaYts2mxtao5thmvbZz5ooWJZXLlUm0klQOU0PCmHITcWRAwtCAoBYvtJ9VbxYOnD4kHiyd9d4afm5upJ7rL0T/ru/ez++QBkAkAAbgANAzQFdgmBELQU7hm5HNQawxh5EekKKAVu/xv/8f+IABkDYQXR/4r5w/NY55LYNtBUxhS9KbnVtLS2x7jjtqe1M7WwrRWmrJ5alveWkpU2l6yikqyGufPGhM3T1BHbFtpx3JTmBuwB+AsLNRl8Kf863kQHSLZNbUxlR59GlEYSRhNKWk4ETnZOBkmRQaE8CzUcKYQlFB+hF9wWbxO4Ez8WcxUKEykRbwxGBy4Bh/+j/Xv80vxc/b4AOQaHCuEMJxLkFK0SXA2mCfAEgQHUAJ4AwwESA84CVQF5AS4A1v4RAtwAJQExA6v8UPm99sbto+eE4ifdfdkl2DLYo9ew1sjTBdEKzpHMEcZ/xlDGVMIXxOG/i7/TwLbCY8V9ytzMxtFb2oHZ4d8c6XzurPYI/pYBLgjdCscJNRKFGgcheiyiONw9Y0JfRE8+FDYDL18nnBx8GvwZYRJuFWobGxcMGJAWuwruArz5GvO788z4J/9zBl8N7A5CCsoG1gTRAuYFwAuJFT4aah2NH0QkfiU7I2AnkCmMKGEiFx6+GnEVow//Ct8JTAaqA4n/NfzxADcAD/+NAkD+Ovj77kPfwdaOzVjE1MOMxmvJ+86B1CrUJtiN1kbSBdNd0z7Tw9K91Y7W1dVy1JDVgdFf0hLbcN7E5/jxjvZg/Hn+4v1mAzQKBQ9TF74iOyk4LbIv+DAIMPYubi2WK6EuDC+IK9Yq1ClkHiAX5RC1Be4CwPwS+bb74vuT95DztPTK80vvD+u/6r/pHOpk7UL0a/wnBnwPJBMUF7kXqBjaEsgNURElELAS2BloICwrajU8No81/zKsJg4bGw0LAY8B7QKeBuAM+hTxGVQU8AbL+73oBNRZzR7DNcMBz6LTDdo54xPjNdsY1DjLksS7x1LJZdN24Z3mZOtx7qrpYuTc4/7c6Nzp5ifsovNwAEwHNQ80GB8asBxvJucnviaLMO8xhjPLOPQz5zgjOHMs2i3gKWYjUB+MG/4W0hN2DMcAr/1r9wbuh+tw7LrlweXT5sTe2d8/3yjcwt9j4efkSepm6/fynPmz/QMEZAkIDdkSHhc5F1gfKR/7Hc8h8CTjJa0kpiLgIxMnPSLDIr8jbiHtG5EV7hC/C4wBOPjh9fXvaO1v6RTi6uKw3AXUKdLz0IPO8ssrz6PRvNaS1z/bxN8I4bzlxeW86QzuivIT9r33FfwE/BT5pf7sAUkEqg4jEwIXdh9zII0geSM9HtAheyV/JtUxzzLVN+Y85Df+NGAtiCFnGX4TrQwCDTQJOAvVDTUKNgrJAhD7uu/i6NriGdu024jdt95I4h3n8uRz5tLp5uQB6eLr7OkR8jX3xfpnAR8GTgrRDHIQLRYaGHAdYx6ZHzEmcSL7HnUeRBrCGL0Z9BVEGAEaNhIPEJEP/QKg+GLvId/R2y3UmMyF0/XVitVD2y/bhdWa1GXOm8yd0UbXgd2a5tTwf/dH+TT5Pv4J/8r+0QRaCAsPfxdOFp0d1yQ5IWAhPSK6HVIgFiI8HzsoeSsDK80x0zCuMFs07SxSKP4kCCDhG/EX1xI4D2cO2wfsBpYGjANpAk3/GPge9XnvBudY5ejj+eJ349Lj1+LZ5InkZeOG4o3l8Oe96PvvgvaW+5QBTwcBC44NjhB5EQYQLBNnFcsX6hpcH7wipR9tIK0fXhc5E9UOygU7AVX87fV98TPrqecj5BDe4Ndd07/MqMUKx2fFP8jNzurVttqI3BjjJ+SR5aroqu9z95f8GgSVDAgWPRbNGtghyB8sIlAijiNTKJUn8iYPLSctUyjcJ/omaig/J08kMSmdK7Ii9iIjJYsfhSNLIfAeMiLZGjARRQ6HCGUCigIdAeIEvAZXAVr9z/bf7Rjmz91D2nvbPtzu4B/msuZG6SLoc+Jz5Y/mduMC7ITyzvQ/AGoJkwicEB8Y1xeWHIYg3SCcHkAieh+oH4kiLx9YHH0WbAwYBa/8bPE/72fpIeRj4fjbA9PDz3PI4cLOxELCtMM8xAXG4MftyxzRoNe43Ezke++c9MT6+wJICHcKLQ+lFMcZ4R+uJbUuXTRcN5M2/jLZL1IowyHqI/QkEye/LrkwxTWTNNItmSioJMobBBajGlMb/h1ZHjUdaRtqF+wP4ArWC8UIAwUOAq4B0f7g9nfy4O2C507jwNnq2o7dVNjL2mvbQN8M3hjbVt455XXqyO+T95D7RgKMAEsA+wliD5QT0hsqIrApWy1wJvco4iXPHA8bhRYuEm4PJQhhAD38Me9F56bed9AryyXJQceDxk/HgMcDx5zBrL5bwyzCZsQG0BjViNyv5vDpKu/k+Xn6+wI1DG0NrxZ+HbkjiiiMMN8vyjK0Nn8wwDC9MNgtQivDLVctGCnPKw0pOygpJk0hBiJ8HXIZTBhbG7wWKhdBGIIQsxEoD8MJOwvIC3oKTAsVCdAETP7V9qrylO1X6pHnS+QY4Q7bs9mF2qTZV9yg4Gri/eU05zHo5O3N8Lv2XvzbAsMKuwuVDlUXwBkJG1wiZCR0JoMlAx+1Gu0WxAyXCc8KgQX3Agr/f/c86hvkg9lSzD/JAsPEvoC9uL97wEDGJ8u6ymTNgM7YzvjQetbQ3oLnSe/N9j4A4gWQCjYSnheeIW4mpC1sNEo1STjoNpo0ADf/MOMxJDVrLZIyYC6vJqAmyCCIFlAYDBP3Cs4PcAwCC/APNg8fDlASvAwsCSsE7vuo+y39hwCUBswKZgoACXMEU/yP8n/rY+Le3jnj/+L+6M/q9+ix6q3lKOCb3zreLd+E6rTynvlrBpwLuA34EQ0RZhCzEKYTwxZPGzgiIyI4Iy8kKB4hGK0OQAJb+sb1xe0a6KHqZONb3gHbG884yi/BoLktuRK5tryEwVXG5M7b1T/V99gA3mveZuWa66L0LQTFC6QZcSRJJyMugTDtMao4iz22P9BIr0mtSpNHhT/FOEstwin4Hygghx35FvQTCQ6lCF4EOAP4/or/0fvp+7D3xvdR+on5hv3//WP9wP0Y/XT7X/3KAkMFswrFC1oIPwa6+S70JO3v5pXgkOEi46nh7OnB7s/uIfOb9J3ssvCi7XfsyfhI/y0EDBYmHiIfhypGJsQgkiABGDgUARrQEcQO+A3SAZL/Ovrp9sX4/fTp643hLtBUwDy4CrEmtCe4eLxQxAvGg8JCwrvGOcZnzTraK+Mk8M31pPsCCMEMhBdFI1UsETqbQPxFR0hGT5ZTh1Z5XLVfVGMKV2lMSUEBMeAikxewFE4SIw0qCmQINwBp+ILyIO3K7Afqnefh64TvhvJT8nnx0/RS8w3xUviR/rr/bATXBwII2ge1BCkDrAORBpz9s/Z88RTmrd5u3Tfkg+nG75v0lfpZ+dz53fmD/bgEIA3OEwUWVRlLGD0bxRwnJc0mBCYEIm8W8wxr/mH1ru4K7QLv5O+97Tzpg+RG2BPNqcRKtXGvHrJGr6C7j8qtzWPSUdHOzYfQddKI1MvmUvc9BEgazSVOLIQzrDVCNO4+KUV9RjBVv103Zilvmm2cYxZW0UDDLhwk1hyyHbkcARqsFhUL+v658/vnnOdE673vofE18abrnOZ5403iRekE7u7ym/vDBUsJPwkWB/X/H/ja8XHw4PWn/H8FTg7lDxYKQf4e7ivjIOFz4rvr+vfIAxIL7wovCtEGTgKy/n8CZAkUD0gUaxY1FrsU6w7xBiMFOALb/mj6dvfi8hDrY+Iv3sfbwdY10m/QnNMs0MbOdM0ByITGecgZyzHT5Npz3rblYOoR8nT7qv6hBEQRDxu5I+MvoTdUPL5AXEG0RU9MFU92T55MSknTPrYzkDCnLx8uxis8JnYdgxeaCtEB+P8e+v36MfxK/A74WvPZ7L3qleyO64T0C/kS/ssE1QQQBnAF5QBI/XP9GP25/L4AHARCCNgLtw0xCJIB5vg07hbty+xx7lX1ZP6z/uYByP8z++j6c/P58rf1nvbs+EX9Ev/iAU8DKgCw/lv4/vIk7z3opeTx447m9+mf7I3uW+vp4VvWTs9WzXrOE9PA2vDjAuav5cTmyOf/6X3tjfIv+vYDhgtCFAAeQiMIJywsTSyTLYMvezHSM984gT5BPqQ/ITyXNpcz6SsmI2MelhkuFyUXmBe7FgARYAb9+jH0De5f7QbwPvUK+kH68vti+yP7Jflc9qf2wvff+mH9CgRjC0cQfhAQDhwLgwQN/678jQCTA/EDbgVzBVYF+gO1/nP4EvKM7u/rS+1i8uD2vPVB9aX1CPGU7unqk+rr63DrQehy53boZ+vo72Lx5/OA8KzmG99T2DDUo9bK20HhguqR7HzpFO0h6qfp2ewU8L/11vvMAg4JUQ/VESMWHRzSInYnJitFLiMw9i8ILdIsCS6oL4cwejPOMlgx6iojIy8gsBk8E78N6wl4BYMFuARcBEsDOvxw9qvxh+2v6Yvpfuzf8Nv2Y/nd+Pr2E/Qt8zT2UP1FAwcKeg5aEH0OdAw8DVEOZhESEB4O9gwpCMEEjAVaBBYH3AyWC+MEtvxA7z7lB+O44uPp9vRv/d8BvQHD+IfsHd581N7TVte03n/mWuzt7dTuVuoC5TveCdn+1DzR29J32KLjRe4e+O38fP0C+ib3+/a9+hkD4gnkE3YfQCeuLSozwDYgObA4kzjbOGw1jTTrNHYxXzFeMRgrCSehIrYZYRTwDmQNkgvSB+UDhvs+9mDxq+uv6tXqCug36ODnWege68jr3Oo56ojna+ey7NfyzP0hCiUU2BrsGwsXYRBuC4oKyQ1eGSAnFy5AMsgtyx8zEEL/gvM48zj3p/yWBRYLPwcpAwv7L+1h4j/b+dnR3MjkF+n47UDvT+Y94mraV8+hx7/Fxcmi0wXdoOIR6I7jWtvF1IzRL9Mz3HfptfoxCDoKUQpQBDwAzwS1DxceATXtRuVNGVSDURxJb0KLPdE50zoyPBJAokCCPBY2jClQHEAQTwfBB+EK8gt5D9wGMPnm68zYqdHp0h/WZN/q5LXll+UE4RrdNOCd4nDky+iF7BTwNfi7AecMTxhdHEEcEBvtGIIXZByzJM8spDTXM08rViGYEKYEHgE0AF0FZgy6DoINzwi0/YvyOeat2ZTV7tnf3z/uaPWq8RHsvt2azb3CiMA0vYXCXMzWz7XRR87gxC/BzsWXyt7U6dyA4S3ow+3k9S4AEgvyE9Yd0inZLzgzEDY+PPhE4E/GXatmwmalZX1hLlT9SI06OSxHJs4inyFkIbAcehJMCOX9cfPj7vzqm+ef6VfnFOMH4bLXlM2wyuPJ9c+c2TbkTu5l8Z7w/e7Y6v/oue8P+GEDmxWOJdowvTqdOlcz0SufHv8W5RnEGpUfiCS9ItUj5yBEFqQPDAWe8dXluNz61j3Z/Ntq5ePwo/G47fbkxtT9wbSxHKuSqp+uebmyyPfPRdDMzmrJ38W9v8i/M8YFzcLYfeh6+qUIxBJdF38bRx2VG6gf0SkQNltHOVZ3YXZmzF89V9tPmUgLQKw6HzhVOAM09i69K1giAhi3Dx4IfgLW/QX7Z/nW+IP2RfJU7/3obuFL2tHWWtcw2lTeo99N4U3i+OTM7iz9SwgCD7MTmw0CCVAL9g6zGWontS7FMMIvcCdvHqQZUBcjFkAUmxDRBuf9k/Zh7fXtd/BK8DDxA/Ay5m7cE9EwxdfEr8NgxvjLIM1jymPHHbxAsIWxU7JEtT/BaspNz03YYd9M5JTpI+wj6U/tuPP1+VMJuB2XMJQ9+kY+RutA6jvcOaQ5jj/ySjJQKVKVUp5OnUMUNN8lGR3PEeMJ9Qx+D2MQ0RHdDN0JiAf8+cHytPFH5sHaMdr03GXlLvFZ96z5k/kI8pnrruxC8PL4NQV7EiAcKCNEIiwfiB+sIGMhKCOfJhQkWh5EGCATYRKREX4NUwvsBDT5au1x5lzkoOe/5afl2+Uy1Z/FurxXul+70MV206vYz9Uyyfe4wKtCqv6wGL7l0Wvd5+K463Hua+ty63ntTvGE+CEAPAswFPgYGiMyJ9MnzS7DMCw1VD0DQBk/Rz+3QRBABToDN4Q01C38KF0mqR+zFXkNqgetBQEG+gU1CQwJmAdXAQ30A+7a5zTkP+3w+Uj8Iv1u/Rz59/m///cJARUHGHcZlh52HSEbjiABIe4f1h9wG54fCR8NGQMY+BJ3Buj6OfS+7+7tbuz07UbufuhE4tnaAdPazP7Lbs7bzTbOB80rywzISMP8vRy8Or25x0vWD9495BDnDunv6GbpsOX45FHtxgJ3GvYgKSbtIp4UFBMUGhQabiCkJM4lUTI0OFE5Izv3M+Qm8SF8GoMVRByvH8QkUSHDGD8Nrv7q9wD34P2+AagEdQPR/e378v/pAckDbQIB/Eb/twLbDJwi0S9zMEQ0IyzcFm0LXAmjDYcgJDe8Ppw9/zJyGmUF4f0a9EHyUvzkABwA6foI7Ujgj9q1z7HL988czKzNpdcN2TzS8cxHxl7B2b8dxbzP9M7v0f3Wo9CyzrDSOtSi3qrvP/nU/8oB6P4QAC0BbwJnBmQLYhH5G7Iq5i+eMsY32jOFKXYwri1PJkQ0LzcVM40xlyqsHxcV2gjiCR0KZgRlBgoJsAL5+Fn0IOzW6arryO2c8GT5ef2s/igLeBGnF/8ZzBWaGHMWkxVkJQ42vEFgTtFROkpUO8Et9ibRHjAWcRWHF78PhQw8EAgFp/bF6kvZOc9KyDLCXcmiz/PLX9AS0E/Ad7QKqVWieZ+SoISrG7mfvsHCSs3Qz/3SD9fM37HnBekx9CoGTBERHuEsTCsDLp408y6nMUc4pDTJNWA7LT4nQVxCJELbQUc8ADCHJwMieROFCW4ICQgxB0oFLAC7+BLuvd7+1InYedkE2i3hwd523cvaP9tq5zf6MwvQHJg0aDpSMxIz6DFUNENCxFCVWeRe+VdtRv464jB1JeYfJR/KGOUPwglU/8L50fEg55LfTtDnvw22Da4KpYOn2qzyqvys3q9rp36hy5/xmdyc4qXGsvK/eMzf2DffbOSz6lTzSf15BtsXfSPtKYs0vzzfPjFEj0kuQ6lE8Eq5SXpGuk4fSno+vj2OOWAyPy4FK7YeJBQABXj2Xu6/6fXmkOA92VHXCc01w3HH/8iAz23bpOdB8F/5rQCKAsQIqRS1IA0tTz9bUXBUyVLSUXhGjD4FOkQ7xEFdQ1U8XTQEKVQT4Agt/eDuiumD4wrdZ9kp1GvL5sUsvQS1vLAyqrOrD69hraqvjay2pbaiTKJVpqCyS8F5yQ/Vc+L+5SzncvQ8/ywBAQ5zGu0fbSi+Mqc4pjruQURD8kcMT9FXnVtkVEFRk0AWMnUseCh9JMEfYxvLEMoEZfr28pDpfd/g3uzbQdo82afVKda+0p7R7toa66z5fApyFXcchyAzIMEi7C12NgY7AkOGRrhGu0CKOLg0CzAmI6UcXhr/D0ELiwqSBJIDaACK83Tpktt2yjnBFL4RvtTFVcmqxYPAoa+hn96ZM5ranrayzsSCzKvSN9CwxXvDW8tZ1RzrIQINE2ce+ic4Jk4kNiIQI4wqFzGoQ7ZRdFh6WzNWb0exNoAlsx0eG8IfxivSLSYoyhi6A9Dsa92T2RbfKeQr7TTz9OvH5oLiS+GS5sDvvfvyCHcNVBGoHV4kXinPNhFAvDk+NfYwuykvJ2IlLy7nOVM83zSzLZcelAWh9rr1V/r193T6CPp67rzb1spWwuu3/LBhroGsPKPlmJWcoqHpqCW4+sMNwzbAXr8lu5PAWdBQ4O7vFAJaDRsY3B7SJB0tbTG7N/o5nTp+PAlCK0nSULBVlldyUBhA+TGQJk8Xqg8NEZQS/ROcEVEQ5Qet94npyd560TjOytb+40HxEvvU/sH6BfSa87X44f/zEEkj0yuEMTg6JTgWO0VCr0OtOh4v0CWhHgwfVCGQKMcm7xutDsYCdfAF5Bri0uBf3o7bWNXwxpW7MbQts9Kt6ao9piidRZ6Eo/mum75ozLDP5NJ60sTP/9Sd3Pvs+AOeGH0kujGPMK4kKiSmKfwxnz00Tr9V1FFvTF9HnzvYOI43KC9yM6k0kiZFHecWZQPd8U/nfuSG5gvqnO+r+5r7ge5n5qrkFeGm4Bv6tw3KFS0h7yRtIbkeGiMGLys3/zt5PpM6TzX2LmMv3TSBMOsrDSqkGQIF9vng62LgquGt31rYZM33wMuwzqQKoU2ZApm/nVWfuqOlqfSwO7bXwT/MsNEf2oDfxObK7sL4rQPMBlwOoR6lKdEzs0GoRS5GUEvOSgVLwUqbRpY+6DYtL6opAyhlJRolfyC8EpUEqvdw7RbqTOzX8Rfveeq47afxAu6S9rUFKAY1B+QMgw6xFIkj8isJOXNEHUOoRFJExD+jP9M6izA6K4sjrhRYExQXnA04Ak33F+W2ztm/uLZvsZ2rfqiNpDif1ZpqlYKRk5QooB2lqK5/vBPCPcXty8/UjNxM5yDz3P/9C04cdSm2MUY6uj9ZPag7iEVqRvdF1E/WUIlJ10Z6OhcoKyNIHFsPexAJEt8L0wczAcX4N+0j4angKecl60/2DAEwBMoAPQY3DrQMGhRaH14ovDBsQMlKuUuFSZ5B/T3COBYw2TJuMUcosidVG98FHABg9n3gvNmS0PPAZ7zrtHmp+qIqmZCOzpH/mIOehKXEp4app6nxqW60XMM90TbZkuWi78fypf0KCJwTpiAzJ0EqPjX+NWEysD92SRxGqkVUSnNCWDu0Oeg3jTcVMaoliRpyDyEGBv9L/UIDYwSg/Tz6n/ll9cbwW/ivAVwDqwz9FNYYwiTMMJwr4iwyLzwjDyWPMOkzIDvsQH01uC3MJDsUyQkSAlP4TvZt8HToP+NI1/3KB75+sK+lRZ+LnXej+6amqgmsuahQqMatKLIPulfJbM8y1RzhBut58b/9BgT8B8UQbRSVF+YgHCnELmU4mDdSOG08cDnmN606BzcyMdMusiaAICgc/xYvF2wW7hM8ExAMgQkcBFL9ewV8CwsPdxYSIOggABrVG4Mi7SHCI/Yw3TCtKd0pmigOJmolsCjmKIMhnxTWBvr9lPeb7m7s2uzl4+jWEM/YwROzu6zJqvSnGKthssuwn7Thtwm2XLcavlG/mcYN0p7USN4k6iHypvshA+8DHgZ4ClAO6BYJJP0tXTStNMYzoS8PKtYo0yuvLWUrQCouJCsd5hgpFvEYVhcDE0kS6Q9jDpQP7RNuFwobLh1cIRQlmCWZJlcofCg4LbIxFTJuNhg1JzGxKywkuxshF4sZ9hXdEvQMwvzM6XPeytWZzDjRCdHDyG3DabvmqNug/6XRp1Wu/LorwQm7m7rhusi7zcRV1HzhIOrI8vL29fXp+QEHyAw6GB8mmygHJnIo/ChKJmkrnjD8NCowDSpoJaEb2xKBEKsTHxQjFJQV7A/xBl4DGwMkBtoNOhRRGjEiKSf3J3wo2ys3LrktnTPTPBI+Mz6UP2Q6zy9lKrcoxiYhIk8fpxjVCfz73fM765rdVduI2FHLqsVKvfCveahLpwyota2usfWs9K1KrP2vR7tsyXbPwtiJ4uLdJudi9977ggBJEZAXRxvfJQEqdCUuKWAtTCdJK7AxKyusJuMqCyBZEuUNnQYB/nT/CgKY/5ECJQIz/TcBAwKpAJwN0RURGswjLiqwKskxWTr1ONY+I0NgP+Q/pkPvQMo+tT29M3YrOSd+HYcUrg/SAwr7r/Jj5oXbjtPwzGbDVbu6t7qvpqIYoAmjkaHaqEOyzrK1tMy2FL0SxzHQVt+s7HrurPQh/s4E2hFIHVUhVCiBLDEqTiwaMCowHy+WLsEp2iOOGWATARAqCrAFUgGL+JTu/uuo60Pw7vf0/p36OPsq/Vb+5gliFQ0hRSt0MkM1VTtUQItDEUcQSvtI4EWFRBpDi0GPPpU6UzBGI2sYLQ1zAdf6QfXQ6nHaz9LBzNW9NrjHsyKq+aFsnSmaDp/go3WjCK2Turm3IbspyebJttHz5U3wbPptDBwNtg7KGmYhgCciMQ44Pju5OFMx1zGKLCUdsBoyGwwWYROCDW0BNPc/7UrnrfHC9rzw2PHd9Mnn7uT99K7/cgf3FJAdJh+3Inwq9jfpPqpB3j+yPGs+jEiHUdBWVVwCT3I1wSQpGNgOdw8vFn0TuwpYALDoeNUCxyW4Ea+ksJqxUrDWsE+qKZ8MlvKW+Zuqppmy0ba4uAbBpM3p2drowvi9/Of3mQC6EH8WFCSeOkBC/jfdMRAzuSsVJOEjbizpKMAbOxE3CJ4AXvoL/xcGzv/y85TxE+bj2N/iIfCf9Q0DGw/SDIMJvwl0DLISDCHSL5k8E0WuQbc/jkMWSShOaVAAThFFDDddKSMj4yUJJ8EdZhaXDQT2h+RS3pjYwMuYxBW/y7DGp9ql/6LwnOaYmJZIlKCYHKS7rYi04rhkwtHIPtFq3DPoHvFC/pQUgB1AIO0nJyiqHiQhGCf1JpgwoUDAQB82gSgtGUEJBwTfCMQMGxPnDlAH5/uO8UDnbOQL6l7sk/T2+kgAgwUqCSYIdAyXEtUULiD8MSU9e0IyS0ZMKkM1PmE9jTwXPog+4zxsNLAnYSCsHtkWOQyUAnbykOeE3t3bMdv20ETDCLkLpkGWhZkcmsGgjagSqsqfU5hWnfGoRLoMzKjUvM7D0c/XI9337lQEhgwJFEQYbRGzDu0W9h6ZJ5w0PTScKEofZhm/ExATKBobHrcWUQ/6COkAXfq5+VQASv4g/M4GyAaUAWYG6guTCU8QmBrCHU8rAzWGPcc+azrgOxA++EBeSftRJEqfPUgz3SbAHqcnUi3dKsYqKBu3+8rkSd331Qfam+Y/5nPUPcJOr0yS8YghlYugfKtztwiy5KEZl+aRz5vzqam5QMt01PjSWdfh4abj3eqU9mv/aQYwD0gY0R2EGqsXMxvPGpUcWSSzKngpqSUcHJQQQgtBCRcN9QxcCnICi/nO+Rf51/tFCXITzhMfGxka+Q5CEaIfgyhIOk1KRkM1Oq46kzyoPv5HZk2QT9NOqUipQVM8uzIZLpIq+yGjG80VuAw3Aez6gO5D3+vZP9GMxoXBebzyscao2qVGoGGYc5k6nqOTcJCKmuqZ9JX+pDKwbK3StA3DxMj9ypTVTN8q4aXoQvkfAQcLsxr7IlsdyhvfGjYWABwaJ7Uv3i9cLMMkOh6gE50P6g8OEmoS9hIoFpEN1g23DsgPPg1sD8cTMRd8HWwdWSQrI6cdNSAOKh4s2jNsRAtHokMDQOo3pDFDMtMzcDrIPxM+5zLhLNwqHyMdHzkclBauB+D+nvzE9a/t5ulw477T4MbVvuW1DapypAGjrKCnmuOatZ0ok1COgpBNjwaVyqAIqH2nwKvUrRixyL23zVXVHeAG7HDk/eLW8BH+JAyDH5okmiI3GL4WjhsJJgUuEzGEO404RzF5LhwvEC09L5czITN6MFAtLSLkJdIm+Cm9NWY58jScLcwlpxhRGqYhISmfL5A3JDFYJc4aLxgvG/8g3SIHI4oloxpyGkMfOCSeG74XYBXPCBX/8gAYD0cMcgWNAc3vrddCzW/M5cynz/bSJNC3x4C4Z6jbmv6SL5Vdn0uoWqt2tbisE6HZn1SghqQIs5/Fw8bLy8zKIM/61W/eKe0r+pz/6fnT/k4FAwi5FlknrSZLKfMqUSJ/Ix8o8ClFLb839DNDKXox+jJHL8QywjM2LnovUi6eJ3MnLS22LBkxrDneNNgooCpYLS0l4SKkKFYp2CZILbI1ZS6GJKor1CaJISQdOiU+HC0bzh7JE2ERlA4nEk4DmPt/7lXjoNiGz1LPBswkxsy7y7I/rnmiop5Bo4ucn5qvnrOnRpwZnHim9an9qKywvL+4v8fIp9yl547hVeWS7hLwCvbZAegNgRpqHlAf7x2lGsYYVBj2H1QkUihVLeox7C3nJz4fIhASEDURCxOfHqgg1BdDFCILfvhE9hT/3Al9E4QijSaPGxkVKhJSFCIWMyOPL544IkFjPnA9ETrQOqo/e0UoTXZK/UWyQ7RBUDeFMCMtCC4PKssd0xp2DML5T+r95hTg6NdK24HPvb8IsBWlUptmmwKgbpxtm7aY5paEipGQaZdynGCoO7FEs5SvPMAXyQjNfdm+5Z3p3fYrBeILsA7mFewc2SJiJZUiaCvoJeAmRi2ULAMiRB3tG94WpBquG7wY5gwFCusErgLtBWwMvwgM/Nz31+2f6tbwt/4ZAUwFigqmB24JnQVPDvkbSiWPLI8yEjTrMYA26TokQ7ZENkkwRz9ED0pZSwpTRVlsXvZPOz9aN1UuzypPKqUsWCvVHuYM4vcM5NfUldDF0oDNVMsJvEmnhZqulTqT+5K2lJaXm5n9lFSaBJmRk06U9556paKtnMD8x6DR+tlR3Ybf2etw/boKJRe2IZUlviQOIoclEi9MNXJDWEgBR4I6Hy9gLDcoTytjMro4KC0sG+UNrQBy+msF9QrrB+v+jPQK7NvdQ9mv2NLY3dYc2sfao9TH2dHeRt8j46TttfL3+K0HMRbpHSAjzyvMLN0y+jvwQ7NGKE02VZpYGVXMWcRl/1/wZM5pJWOFS/M+9zueNIkxOjHSKYcP/Pwq7ZbeX88ky23KMb7BtvGsdZy1kReLPYpkiQiKQo09jmCLFY3sj5uIr5Qrpqqq67J3x9LQANOX5A31+fhI/3AS8BejFbQk2DgBQd1JfVNDUIZD2D5uQWpBIEenTcROEEbtPoonMhpmGq4P2BKOHTsbuQOY/if1GOQG35jfxtjjzs3Pm85Yy6jNJ9QK1GnRwMl7zZzNeNbZ6gT/Bgn+CmYS+wqPDKkcxieDMEI3gUGqQz9AIkGMR7dTClHmVJVbWFSnRlFEuD95Mt4s9S2lLDQiERilBwj5IedN2pfdf9ud1TvQj8Ygs7SmlaCvnFmeWqBxnU6SXZmpnzCeX6SsrNWu162FuArEHs8q2xvnmO9I9Zj8CQRbEUkbPhr1G40mlCfaLIs51zu/OnY5BTZLMb8wHzQINaw1PzVpMpwq2yS7H9gVZREvD3cMdwW6CfwF6vy28fvoq+Ou1w3Z3djo1hHUsdf03Ojc1eBo4Anc+tuE3i/ml/SSBnkQJhkxHUIX6BTKGccf2SeFM+U1sTagOEE2pi9dNXU0ZjFcMYEveSxAKJwq4SLrHT0L7QTLAdD4Wfkf9U3vf98A21zOfLnctjC4HrVqt5O8ubonr8WonqOpot2koaupudHEeMwmy4bJA8eEyg3Sj+SI+YgJ/g7mEmIVdBM6FHof9i9gM3M4qzzVNz8tnjEMOQs9DkAWRLQ4nydQJSYkyCHeHqoiFBvtEZEORwgoAg38yvv59+/xcezp5ebiIeLE3bbXL9j92kPb8tpY3rXbr9mF2zLkFOmI7//7/wAZBj4I/g4rEuAYTyNJKvwswDHOMk4zqTaOO3dADTxvPFM1RCsbKLAnoSd4KpYpnh7uECYGJvtU+sD5VPQ67I3fkNM6ycfEHb6HvdS7RLfksC+sXKa7oD2k3Kepq0GwU7YJtjWz4bnBv37HeNLm2W3hT+hT8M75kgEbCSEQRBvEI4IrtDS5N8g6jjzKPH85pz30P/9Grko8SWNI4UC5OsouLyz5KWYtLyvnI8IeMhFBBsX+Yf3F+Sb6jPfl8WPqdd791k3TmNG20ULVB9XI0xvSUNFP0CXTo9wH5B3mXurt8HD0ZPpOB9MPfhDjGvogjyScKjUuiDG8MY44cz1nQRVDjUEYPHk13i+5LFUsLikhKlMk1htJDhwFu/zM9Ef1aPAR6+ff/dMXyXy/uLuauUW6UbgvsBKt1adqo2amlazpsTCyW7NktBS5V8ERzBjYleFb5IHmNexQ8zH9FAvFGDIiGSXsJkErUzDIMnQ7m0DUQ/tGukf3RxpAp0JYPjE9mzleOjI3tDDwK8Yl7yInGH4WqhBPDSUHvASH/O3zue/n6cvl6+Jf4IbY0deC1CHPWsyVzvXPp9Cf1e/b6txJ3RniE+Tg5eXq5ffCANYKABXCGg0cwRlEIDUiFSxMNq89+EHpQZpBujqEORw2UDX8NN0y/TBSLLAnTB5dFfMK4gJY+WPxFu7d6JXiONz71bTJYL7+ttOyAq8JsPOwUK89q1uoqKYupRGo4bA8uFe/k8mZzU/SH9ey3+/l3+4l+QcBvQleEpgZECS4Ku8vaTWlNd813zQdPQRA60ayS+xMyUaaQHs6TzOONOQy5jM3MP4u5CXoHksZlRKjCncGewTm/1z7EvgT9E/qcecz4hrfmtod2kTXa9Mj0MrNkc/lzxnV+deP2enZtdzf3QDiAupT8FD3Av7JB5gOwBK9GEweEiO1JcctyDL3Ncg6nTxrPyo60joYOds0iDNXL7sqgSLLHwcXShPoDdUEev6s9JLs6OAS2KDPZ8oexwLDbr27uwizjqsdp9akB6XcpOKu97F8taS4mLs0vunAIsuW0gDdhecx8IX6bv/kB1cLxRFTGPgepCiCMBI6STsxP7s7Rz0MQBhA1Ua7RXBFekNFP+85yTYBNRwyzDC+LGsoIiXcHLIVgRGyCRkDPP55/E/1GfCg7MTki+FL3LXae9fH0TDPwMvfywPJOc9g0b7QwtYe0zrXptil3UDkdOxK9RL7SAOWBHAKww+hFj0duyeqLzoz9zaBON83cTb4Nrw1bzblNsk1HzP9K3Elmh9XFCYOHggvAfL4APUs7NTj6dvszpPIHsCGuwO4wriIs8WvWqwyqRimWqZorOCvu7Xotxe/pcHjyT7Sptod4G7lIe+Y8cT6mwWdEewV6R+RJb8l7CgULQg2Jjf4PRRCpEKXPiVBoEMuQlNB6j55PQo1QzFjMbcvvCrKLFUlKx3TFsUPaApSBkgFvfzj9WDvX+j/4SfhE+MN4nHcsNlm1XfND8vrywvSv9OK2YPhO97J3Ubf9ePP5NvrzvbR/L4DPwnoEA4RpxYtINckGCkBLLktwigrKXos+SyqLxIuLy1TJ6AcWBcKFBUL4QdxBHj7a/Yf7sHm49072PvO1chuyKi9dLlXuwq7wba6tXe7T7TSroq127b0uqHCeM9n1lLcWOAb3zvjv+W37BT4QwliE6Mb4B1/Hb0b8RjRHtEm0DDCOq9BfT6uOb83rS/TLvY02jUXN4czmjIOKlEldCKXHmAaTRXaEtALagnkA4gBmfhQ9oT0LOx36UXmfeOf3aLbFd+q2xPae92L3enaYtoK3iXfxeNX563tGPTA9dn4Yf+OAw0HewzDE0wVWBjvHp0giSUgJT0nxCl/JF8jASPRH9QeBx5PHa0W7RAFC+oBSPsi9yPyPe5G6vTl+t9h1/PRSssyyLPEKcRwxG/EyMTrxavEGsGvws3CtcSUzYPVG9kL4U/mduhw6b3vOPRS+0gCRgiFEPMQQxfzGNseSSH4JW4n5iVKKc4nPCn4LSMx2i1AL1wsPSjPIRAigiKYHkwcCBwBGacRqg3NCR8IaAHY+1n8NPrV8jvxafLF7M3nPeeh4yHjR+Mw42Hk8uT85bHiHebj6QnsHfDX9hT7NfsI/uj/rQICBWAMhRIbF+kZJhv0GfQXMhlEGtEc+x3THw8dqxptFc0T0REgCqsKVgaO/1H7Pvgw8/Xvwu4e6Evm298G2sjY69MP0yPULdTk0m3TEdKJ0RTSItRT1g/a2ttI3l/j2eYU60nv/vZe9w77Rf/1AlEGrwnhDykUxRWSFhEbchrEGqYd6SCtIW0jPiJHIbMeZB2BHqEdaR/THDQagRWBEs8OyAxYCw0K2Ai5BLwCQP2j+UT2bPQj8u3xXfEW7uXt/enm6Y7ozucd6b3qjOs77Urwq/Ea9HX2PPqU+rn9awAVAvUEZAjRC3EPXhPxFAAWyxX8E10ToBPfFA8WThZhFDkTMhBoDCAKBAeFBd0Ap/5y+gv52vMO8KHuzerc5fHiteTb3yfgweDP30jdgds92mLae9sw3vfix+Ul587oserJ6ZztavLi9wz85ADXBGcEhQUfCUIMcg40E/UVRRbiF54Y8BmUG7wd3h6nHR0dTxsPGugYgxoHGr8YwhfzE8MRnA7ODPMKyQi9B58DYACt/H36/viO9Qr36fU68y/xwvFF7y/rDuzH6onq/ur87TvysvRC9oD3pfhO+E/3G/n//EwA0wTBCBMMtQ1gDQ0MogyfDUIMpQ+2Ee0QERCfDgoLnQfjBbgE1ARUA5MCW/+c+o/1PvFi7Ubqb+on6drn7OdW5a3iI+C73kvftt4n4erjC+Pd48TlguWb5sjpu+yu8Jz1Zfkz/JX/3QD/AiQFiwclDG8PRxM2FhUagRpSGjYaCxunGaUZGB1hHoAgcCCnIYgfSRs6GKcWtBIqEvsRyg83DowLzwnaBiYG3QJeALP76fXM8rHwiO9G8az1EfXw8yPyUu6z6CbotumF62XwKvV5+PX3g/kd+Eb3J/mC+uT+CQKxBJ0H9QY2CJcI5QirCQYKLwlkBgYHvwQGBTgFwgQKAxj/GfxH92XzsPEo8tDv0O6m7a/ouuN24TTf9N1X4KHg5OBG4sXhDeDJ30/hr+I95O3nO+sy7Y3vVfNV9vf3U/vF/ksBvQMzCDkKyQ3JEV0TchfJGNga6xqkG54bUxvRHLwezCGtIKEhhSD6HFMZnxdXF28VUhaLFSoUIRD/C/wIxgT8AmoB4QAn/+n9gfq896L2PPOZ8uvyu/Li8SHzq/K+8TzzGPOr8t7zAPZi9sn3DvuS/S/9RQBYARkA2gCmAHIBxwDZA4sErgTsBOsDjAFW/u78zvp8+dD3YfdW9mPz4+8i7hXqz+YF5VvjxeEo4Crgw95N3XLcwNxV3N7bAN4r4KbfiuG7433kJOZI6GTrJu7L8jv2WPoU/QEA0gF9A5AHcAqXD6oSfhZBGWEarBpwHLId+x1pINIh9CJRIi0i9SAqIFYeux1GHnYbsxjmF5MVmBHCDygOKAz5CEgHnQRqAtT+Cf05+2z6Lfo+99342vZJ9e3zhPPt8qDynvRL9Qf3Vviv+IH4Z/rT+fX5n/yZ/B/93P5W/+T+rf80/8T+Xv5V/XD9S/xz+zH5ufdA9mnyIPEo7z3ttOoo6dDmy+Sz4jjgeeCT3Xjdt92g3FDbedyr24nbgt133Yvgv+HW4qjlJOh06f3sJPDX87D30vlQ/ccACwPEBUcL+A5iEbsUrxdcGikbbR0uIPcgQSGfIkIk+iLfIywk8iI4I4oi7iB1Hj4dlBstGIkWIxXdEh4Qsg3PDO4JfAffBaUDtAFr/j39u/sq+3j6BvrG+YP5vfgU95/3lfcD99D2gPkp+Rn6Lvr5+gj7hvol+/H7C/xR+7f9Avys+m/74vnz9Yr27/TM8tfwAvFB7hvrGupu5krlDeLD4N/e/tw3243a3djJ13fYq9eM2OrYPdpn2/Xaut323ULgeeLC5IbpIOuZ8LbzKPcM+t38dwCNAikHcQsGD0gUNxdFGVIdDh9FIBYihiUfJuQmgikHKTIp2iiHJxAntCYHJZIjQCMnILsePByHGhQYvBVmFOkQaRAPDOQKgAgDBhYEHQIbAgD/5//f/qf8a/yh+3r5bfkl+vv5Y/u2+6n77PtD+zf60fpo+0H6XPu0+7P5ZfoQ+lX4tfcP+L71SfOc8l7vP+0S6wLpK+cJ5Y7j9+BL30zc9dng1o3UQ9Qf0uDRTtLn0jXTpNNG1AbVZ9Vp1g7Zuttz3ULhsuXy5kPrpe8+8sj1vfqB/jUCIAfKCk0ODhFeFd4X3xp7HtMgaiN9JbMnUyhrKsArxSsaLdssvisYK58ojCfcJuAkryPLIyAiSR/bHQcbhhhnFPsREhCBDEEKnQiyBpIEfQPvAuoBpACd/hH8pvrh98P3dviV+Cz6y/qw+bT53/if9kj33vfX93f4XvqT+P/3yvbx9FH18fIF8+fy1vHk7ofu6uzb6NfmEOWF4hPf4d7Z3IDajNnt2CvWxNTD0lHRcdEC0BzSftNL1P7V99eW2BvZ49p63DffOuKY5VrrsO5U87f4lvpz/5IB7AI0B+gJUAxjELgVZxeQGm8ezB/PIdwiyiU7JqMm4Sj9KE4pTCiiKSsofybgJoIllCOoIccgqh2XG3wamhhtFjYVuhLKECkO7goKCgcHMgRnAnUAaP5F/CD88Pt1+m/6YfqF+R74iPez9sr2QPad9Vv3a/Y39qf25PcN9xz3oPig9gP26/W/9DPzkPMn8j3xEfCL7gTt6OnQ6CPn1OQ+40viquBd32bdQN3725PYmtiS2JXWNdct2MXXcdlb2XTaetv53JTet+Cr5FzlB+iP6wrvqO8+9Sj6G/q0/t0CxAS1BGIL/g3cDMASxhZPFoIYjR2PHfkdNiEJIy0ixyKhJFkkjSOWJJwkzSJ4Iq4g/B7iHPwaJhnQF+YWsRToEv8QIg4wC98JQgc2BYoEKwKaAH8Akv2q+xr7dfia+Pj3nva39372BPa69uH2zvXk9Rj3i/WA9cL2FvbQ9G73t/eW9vX3FviW91P29/Y59gP0UfN28tDwce9s72zufu1l7MPqDekJ53LlRuT/5MrideJM5OPgj+EN49HgGeGL4kziV+KV5dvlvOYE6frpvOtB7sTvRfIE9qb3VvtV/a3/QwKtBGkGuQnSCiYM4A57D3MSUBMYFkcYCRnlGtgd1BzrHHgehB0hHpEdDR6sHUgdqRtaG44aTRfZFm4VrRLSEIsPYg3TCz0KnAi8BpEGNQREAroBDf/i/d/8O/2h+rD4MPrX91/2zfc99+j15/Vk9/r1H/eG98v2xfgu+Mn3wvjT+A/4OfkY+Tb5jfkL+uX4H/me+H/3nvZf9oz1afJM9MzxwPBd8FzvNO6h7JLszeo768nozulj6Vrm7Ohj527nuuiw6NLo3Oj96tjp1uux7mLv2u+n8on1GPU89176bftW/RMAhALiBD4GtgdqCpgLTAxCEKYP9BCqEyoUgRSdFdYXgxdgGCgZChpEGUEZWhmwGA0YAhhxFsUVMRXMEqsSYxBHEGYNkQugDJsJZgdGByoHygKwAdACav+k/Xn+KPxC+8P8CfpF+gD6gPhq+Gr4OPhx92z5qPeK+Jj5CviB+Zj5pfkD+mn61fhS+7X7g/n9+wD6TPrI+ev52Plf+e75ifbB+NX2jvWL9TL11vNP8QDzw/BG7pvv9+487OXu3e1J7B/tp+2n6z/sQe3766buXO257o/vUfHY8Kzy+fR98pf24/ZY+E35ZfuC/W79qwBlASoCogTuBVIGbAgkCjILvwoBDoIPtg0XENER+w/OEVETQhILE5YTNhRTEiAUuBKQEUMRsg8tEFQNeA7ODfwJgQoKC28HCwavBooF0QE2AtUB9/7R/27+dv02/Tz8pPrB+dr5tfhv+A/5J/dZ+Ff4fvfP9zH4dvhs+Gj5M/i/+DX59PgM+jz5q/ks+6P5bPuj+sf66/kL+d36Kvgm+If4sPgC96L2N/gO9mH0G/dq8/7xTvRd8XPw+e8o8Ubvce/f8Nfvz/Cm7+rvh/Dg7krwuPBZ8s3x4PIF9mryi/R694/2avZE+Sf7/vhF/KP+Av4N/18BSAMoAQcEQwXUBM0FeAeCCLYHWgqcCuMKmQvzDFoNkgzIDVEOcA1DDf0MHgwjDPMLbgt3C20Lcws3CmEJjQhDB4kFJAbaA6oCOQQ3AFEBQgBk/sz+6fsw/TX87vkM/AH7qfnt+TT5/vcl+QX4P/eq+Aj5Q/js93X5ePeZ9/z5Rvl1+Qb7evq8+Xz6pPl8+ab6k/kZ+zH69fn++Xr5kfrc+Tz6LfqW+e/3ffhc9x72N/hS9if2uvYn9SP1cPO09N7z//Lh8y/0+PPN83DzUvPK9ILyGPSn9QHzKPaX9X30Dffq9RD36vYR+Fj4MPiY+rn5F/r//Yb7WP3E/kj+lv/W/5UCbwCmAswDfgTEA9AFeAa0BRYJAwi1CcMIPgkECx4JsQlvCWULaQp4CGcLZQnFBzUIsggMBs4Gugd/BI8ELAW8AyMC0AOuAckA8QCQAMb9oP8B/8j7Uf5p+1f8xvoD+5v78/jD+rr5hfhS+pv5fvqd+WT6vvsr+RP8IvvG+ib7wfum/LD6W/wZ/Xv7x/0X/dn8RP1J+/79rvzJ/CH8j/3e/CP7Gf4H+5v7ZfuH+u/78vmi+5n7CPmc++D5sfk9+qn5PvmE+h/60Pfg+776wPi++uf7Bvpp+qL6APqm+6r65Ptf/Ij8P/3r+0H+Av0H/ov9AP6J/lz9TgCl/iUADwCkAY0AowHsAS4CFgMfAwoFcAJFBloEEwX2BPQFWgbABGgHWgUqBqkGzAeZBKMGqAanAwkGngN6BeQEbwMBBUUDzgJ3AzEDPQFtAMQCH/9Z/ogCaf0C/9/+nP57/vP8Bf+I/Cb+wvsJ/b/8f/zl/O38JP2y+sD+S/w8/S3+D/zK/RP9Xv1m/ED+Vf0f/Oj+xfyQ/Er+sf3z/Vn9Qf4T/0z8Vf3r/SL9nfy//C3+sP0g/NH9c/s2/Pn8w/qL/Sz6vf13+oP8Hf4S+/f9IfzZ/TT7WP46/ej9//2q/Vr/SPzj/4z+hP5a/yH+AAHl/oAAIADX/3UBp/7zAkcApwCmAVsCzwFMAD4EVgFYAscCcQJ0AmACQAOiAnoCVAOtAvwCWwMPAmgENQIDAyQCRwFUAmEBKQHr/0ID8v8yAREAogAp/4sAjP+Q/RUCbfwlABn+SQAU/qf9Jv9G/j39vf0B/rb89v29+9n/pvuo/sn80f7w/V388/7t/Lv9XPw6/vT8gf1H/vL9gvyS//v8b/3W/J3+yf2s+wn/6Pwj/m78df4J/eP8/f4I+4z9q/5j+mz+cP7P/Kv89f54/kL8FwDO/Fz9ef+E/P//t/yU/WMBgPtuAC3+9f6B//39GwCY/bcAHv4e/1P/RP7O/47/xP7R/nkAf/4tADD/PQA6/1z+4QGn/a8AYADe/QwAPwAvAJT+3QAp/x7/aADn/xj//P4sARX+Lv+AAAP+xf7B/kP+B/81/nP+Zv7U/TT/YP1a/pf+8fxt/4T9A/3u/Sf9nvsT/1j9BvwYAHz8oP25/Bn+kvwS/Qz/Cfv9/9f8LfyF/KD9Wf3H+1QAM/vS/UT8Lf0J/Sn7Wf4B/AD+VPyM/GL9SvtW/Sb9W/uJ/Wf8+Pw7/BD9Qv2o+8D9dfta/Vj8Y/0M/pf6mv9t/Nf8dP0w/m/98/3W/Sr7e/9q+1j+zf2c/O/9Vfz5/dj9Lfxs/yL9V/2G//77pf93/JH+sv1L/NH/3/vp/vb9hv7t/ln9sv6Y/Wr+Xf2E/t79Df8O/S/99/0t/BT+9v3D/Wv84f1C/pn78P1A/aX8u/tT/bH+cPry/AP99P2w+tf+Wvyz+4/+IftS/cL7UP/S+wf8eP2//NL8Tfz//gP8Jf2L/5f7tf2L/pH8Ff9d/Qr9of3d/Db/Dfy8/cT+Y/w6/gH9Yv/v+1v8iP6E+5j+UPuR/Rz9i/wa/XD81P3g+DD+xf3R+zz80f14+/782v3T/Mf8ovze/fT77P7k+oP/1/x1/QT+TvwXAbb8Z/7sAE/8Rv/pAA/87QGy/wgA4AB2AND/vQCXArL//QLB/2gBnwLEANP/swA7AtYBl/8PAdMDXf/bAXUANQElAjf/vgJjAJr/xwAg/mf/1f/F/cj/7P9t/zX/iPwW/3n9Yf1o/4n8xfqx/pf/y/fe/oQAE/kX+w0AoPke914BFfuC+Ej/sP1p+rf92vwy/Ov6s/2f/2X8/vwl/Yj+6/xF/Kf+kv6g+4oAKP4//vz+m/+5/jP91P+m/nf8Tf1x//38ov00/REAhvve/mf/JPuC/Z/+wvzc/Av9rv3m/j/6Tv5m/lr+m/tU/xn/YvqF/ikAZv2T/D4BLv9V/DcBaAJq/nX+mwFxAJUA3QLn/6wDsQB1ArwCugKJBDIC6ARpAtUDyAL0AqwFlALlBPYFZwN7BcwCnwa9ASICEwXsArcDhQAWBfkAwQEWAjgDeQESAegByP5WAkn/ygBL/3sDK//t/OoEZP3u/fP/lAGk+wr+x//l+0L9If4wAKH6Tv6r/5j+oPsi/Z/++Pyu/br+7v1a/lH9O/4xADP9UP85/rYBvf3K/zL/qf6tABj+XgKp+w4AyQD2/dkA8P0MALAA6/0f/5//vf1ZAIT+kf7o/kj7VgBq/cv7NAGd++H/xv+k+5YBm/3b/sQAy/xJ/poC0P/u+4kEogIg/GADhAPTAEcDvwFQA6UEewRyA9wGbAfDA9AFqwg0B58FZwdcCWIHdQXGCskF6wgZCZkHNAloB/wIjQWpCdcGHAcvB7sF1waVBDEEvwNbBZ8BwQL4AfcAqQBgAJIB/P4XAQj+OP9q/339+/6u/tv8w/t6/hz9Hf34/DH8jPuw/Qf+Lvqy/on8Ov3a/VH9OP2r/GwAuvoSAlT/AP8/Ac784QMt/dsCKwHd/cQC9vyBBOn95/9VAsv9DwRn/cv/TQC0/UIByfwr/73/MfxOANr7WP81/0r9DwDC/CH/p/2c/2L+Cf5mAIH+cgFHAOUBKgJYA4kDVQKLBc0EcgXrBUAIPwnACPoJHQvkCRwOxQ1sDJUOBQ6hDmINXg4eDikOPBAWEAUNAA+NDqMNXQx0CyIPzgpGC7AKJQgHCzIH3QcyBosGJgYnA/QD7wDCAS3/BQCF/a/9rf7t+g390PrK+iz5XPrK+N33S/o69vD4/vUX9pH44/Xv+LD4SfeB+iH4kvhF+lP32voA+rL7Pvs/+yH93PvG/fv9iv0L/oL/T/+Y/mP+uQCM/tf87/8qAO/7E//O/mj6af7N/Kb63/sd/Oj5Vvwg+eX4yvpK9635lveG+SL6CvoQ+Wv7ePtH+HD97Pw4+yD9lwDK/i4B4AJ+BN8GkgdJDKwK/wzfDloQoBN9E2kUHhcZGAMYGBnHGEgbXBwXGnQa6hzYHQUcJxuKHHcbehriGf4XbBaZFRoTiBEqEkUN/QmaDIwJVgRGBQAEEP9f/kr/O/pi96T2G/Sv85Twt+4m7gPuP+yK6czs+epn6XTtC+q86OfqaerK6XzqQ+wm7erv9e5b8Uz1P/Zx9MD3bPv++YH7MfuP/6n/KQH0AHgBmAP3ApYFVwWpBjkHlgW0BKAF1QQKAsAAQQF3/zL+B/sY/Ef6mfcH+OT2BPZJ8070lfEp8lrxg/AD8X3xgPJo8rnywPSH9z71b/hq/Wb8df/eBZkGggisDkETLxL7FsccehunHFkhTSUNJkopTSzJLJQtti1uML8vei7IL5AuwyucKkss4CZHJqsmqSOsIFAeDBxRFiAVIg9aDIYJFwWPAoz9mPs2+AX2evMs8Cbv4Osu6RPn5uXZ5LXirOI+393fUN8f3U7cTtsI3KTarN1T3tbgp+HJ42HnwegT603rJfDc78fyFPZo9mf5G/oX/Uz/fwBDAeQDKwVgBOcIkAo+CogKiQo0CIQGFQeXA7ACnf/q/V39Dvqd+DD3RfXm8zb0GPMr8pTynPH477rv2u9s777vI/Ad8KHyOvTj9Hn5lf2BAAAG5whZCz0RXRVWGYgchSDkJOEmeCpBLpMw0zEjNZQ4hTi8OJg6JTquOMo3lTVCNcEx6C9eL0UsnSkeJWYleyJnGzIaBRUxDp4NAgkJBTcDev7a+3L5Mvak8u3v3+5Q6yfq7ei45PjjleE0383ds92725Paidop2LDZ29hl2YDbw9ob3VvghOAM5IbnpegT7RPw+fH69Wr4x/kk/sX+w/+tAn0EXgZ7CVIMjQ2iEG0RUhMXE8AQehBaDTIJdAYiA3n+NPzN+Fr1CfUk8qPvme+S7BzqbOrJ57zmsuXG4xnj/eKG45vkiedM6q3tU/L59UL6TP/5A8wJbA60FCcYAB6YIxkl2Cq8LaYwWjTUNh45qjluPN47jjslPR87qzu6OUs4UjZnMxcyri1bKiwnaSIQH7UaUBUtET4NQwnrBDgEBQCS/dz75vcV+DT0mvLz7zPtLuoj6GjmV+Jg4p7g2d+P3/Pec9xv3KDbK9ki2gbZMNko2ujcBd0f4aDkHObk61TvxPT39sD7a/2V/6gCNQKnBFMF8wZ6CUcMgA0pEYoRkhKnE2oSORItEDoPTwvcCUsGAAR0A0r/e/9t/AD5Mfcr8untjOu+5Z3jXOPZ3kHgg9+B34fhtuJu5KTmruka6vLuu/Ds8k/5ufyMAcYGrwzPEIIW4BvlHyElXifDK1gtKDAkM44yyjZ8Nr02EzlFN8s25TOhMdkt6ieHJYsePhtSGPQU8hS3EnkTyxDfDzYNaQnRBukA1P/Y+y/5LPpD9wn4avcf97T2mvQ08yvvAe7e6TfoVuZK5NvjQOID45TgheCe3iPel93R3DzfU9/x4l3lRegn7NvtaPDc8Vnz7/Rw9jn5cfp2/rIBowT3CuoMyhHUE7IUPBZQFAsUXBIYEdoQhhEyEZkSqBOCExITRhKiDhsK8wWY/tf3FvG06oHkIeLQ30Hft+B84R7iu+PJ4iThUOPf4FziG+Sn5l/pfe4w9br4UQH/BqIMsBIaF8UZZRxhHhAfViHDIbUiEiWkJlwppSvrLFcuVS6ELSwsGCjzIdccmRWqDrYIEAR1ABv/OQGdAisH9glLDIQOaw2EDBAKRAeXA4sB6P7A+9L7c/pW+Yj58vmo9xf3a/dZ9G311PMW9Fryh/BC75zqB+ka5Afj/9893vbdDN7q3n/fI+OR4/fknuiS6jPt2vC88pr1xPfg+gz+VQEABKoIogtBD0YTdBTIFiwY/BrNG/ceZx9vHt8cGxmxFToQKQwYB6cCpv7q+0b5n/S98vHusetK6SDmzeOP4LvfFd+w36fheOOV5hXqpO4L9Ff5C/5+AhoHcQpLD3ETIRf3GY0ajRtfG9YbahzpHAUe7B3CHbQdmBw2G8gXIhOCDaYFe/8H+o/00PFe8BbwAPG68iv1+ve8+cr8SABJAisF5Qd/CtwLdg36DqEOTw++D1MQKBJPE0IVYRamFlMWqRW3EuMN6gdT/3r3EPD76bnlKeN44YPgjt6n3Qvdad0V3zTgkOIy4tXikePh4uXj6+RL56DqUe+y9DP4Vv0iAv8GzQxVEa0VTRltHfUfNCK0I04hFSD9HQgaaBc1FAkPYAohBrsAP/00+Zv1RvMf8IzuZO2463TrY+oD6XDoD+f95ifnqedn6X/s0/AF95z+pQXWC1IQhhI8E9ATOxNlExYUQxXVF4Madx35HwAh3R/fHV8b1xZcEgMNiAaw/3n4SfIj7ZPqGunQ6j/toe+p8vz0tvbV9+L44PgE+aT5GfvC/XMCJgZgCrkNkw+6EdISkhQeFXQV8BVRFXcU2hEND9kLaAgAB7oF5QNvAeD87vfd8kLumOsB6e7nkOYQ5UDkkONy5HLm5enK7efx7PSB9f31+fXi9aH2qvfZ+ZH7mP7TAdMElAh2C7EOxhD/E3wVTRY4F8IWeRc9FlEVLhMgD0YKAgUSAHT7Zvhk9sH1UPaT9rD2dvZb857wTu4V6w/r+uq17DfwqfMS+JT9HQPSBpELDA3xDd0OQg4RDhgOUw4JELYSrxR5GPgZ6hqJG3oZVxfXE6oPZwrJBc0AFP1P+8f4oPij+LL4O/hE+ML27fRs8izwye6o7Sjw7PHZ9ez4+Pug/4ABeAMrBZ0GLQi7CmAN/hByEwgWWBc0FikV6RJ0EBAOqQwqCvUHegYxBCYDwQBh/uL6YvZY8U3sYuiz5DjjauPt5QzpHO5e8p30SPh3+pD9rQH6A5cFHQUhAuH+Qvy4++T8if8iA00GQgnBC7gNvQ68DogNAAtMB+8CAf6u+Ib0e/HV8OLxkPT690z6WP0//t7/TQAqANz/t/7o/oD9jP4F/8IAmQKbBEYIOwqEDUwQcxJaFMUWIxf0F4gYqRcfGagYWxiMGMoXKRaKFK4T9w/yDGwIOwPj//v76vq0+d75s/i/9mH1S/IQ8VTvvO9a8PfwX/KB8m/zkPOf83D0WfY79+H42vs1/WP+vv6Q/BL6Ffkk+Nv5yPz5/qwAQAPSBp8IHwwjDlQN0wweCrgI7AX5AgUB1v4C/xT/vgGQA3MFAwguCdYKvAufCwYLMQlfB3cFdwN9ASv++/t0+iL5QvnF+k/7xfrx+l371/uR/Fb99Pxu+vD5cvmT+DP48vfT9if1/vX19VX2wfZI+DX5j/gE+Qb6GPpv/NgADAOpBHEGdQZzBW0F9wP+A3YDiARTBuoH6ggAChgMMwzJDg4Q5xA8EdMRJRKYE38T0hIwErkOzg0ZDD0LogiOBuQEKgJfAsECtgBu/xD/e/zc+436H/nM90v5xfo7/JT/n/4o/mb9bPvg+bP4R/Zr9ObzVfOz88r07fST9eT3zPjj+9f+YP8lAZEB9gG+AvMDpQR1BBAFHAPwAlwCFQHEAyQEXQTNBSEGMgXLBGcF1AOjAzwESAXZBr0HqggvCHsHvwUgBSgDZgBzAHv+m/3A/Kn7tfrF+Wb7Bvxo/Xj+Yf6J/o/+1f0s/Hj7x/l4+Un7ovu4/Mz8+fp4+W71EvQV8R3w5fDF7z/zpvOw9ib4fPoh/Vb+1QNZB7EMGhHKEgoUHxMiEaoOrwybCgsJJgp6CX0LJw1FD4wR7BJqFbkTEBOeEGQOuwoHB5sEFQHi/tb8Bfye++n6zvqZ/BT97/15/+v/LQDw/x7/Zv3b/Pb6n/rC/HD9gQAxAgoEdwToAhsClQA4/2L9yvwW+3j5XPgR+d75K/sf/WX+UP+Y/XD86Pnz9jT18/S89gn4Tvtg/VwAQgNpBBcJGQqQCrgLGwrEB5IGLQWvA9gE/QTqBZcHrQbLBqAGIgQjA24BIP+G/Mb6A/jd9Vj1gvMK9b/03vV892f3rvha+Sb7Lf03AaEDBgcLCZ0IGggkBvwD5QFdAlIBygPTBfQHLAyHDa0QtxHvEf0Q5g5+DP8IMgaaA74BeP+F/mX93/uS/On8sP2L/mD/0QCKAS0C8wPqBKMEewWIBFEE/QQLBWoHCwkvCm0MoA3yDQ4N0gtTCfUGWQUgBLwDlwHGAK7+ofyH+4z5pPiw9jf2D/YP9i73Yfdn+Fb5P/ug/TQAQwLeA5wF9ANhA54B4f6N/qj9tP5q/40AYwLjA/kFYweOCJAHnQVWAfv8EPl29TTzb/GJ8ZfxQvPU9An3afqF/AwBmAMcBiYIIwdbBlUErQI9AVsBOABoARACkgLCBVMH2gnhDLwObw+6EMUOTA0gDG8IdAYABB8BGACP/nL95fyU+0n7WPvX+zn8HPzq+8T6v/sI/Cj8Qv4R/9f/ygGrA70EjQbtB34JWwtNDUQOQQ8aDzUOaQ1cCxAKsgeKBtoE5QO4A/QBHALyAIoAPAB5ADEBswABAiQCbQE6AR0AB/7y/Nv77/r/+uj6XvoC+2L7yvvl/Rv/JgBRAYQB0ACu//j+HPzj+gL5C/ZX9mL0o/Xk9bH2I/iF+Hv6sPqI/I39rf5nALQBcAHJAToAef+8/3D/CAG6AdIDLQSjBSIHIQYRCFUIdAjZCoYKEgyMC/EKHgoSCM8H+AQ7Be0CugERAbT+uP5A/Q3+0v7L/w0B1QGkAmoCigKMAlcBCwHpAHkA1AApACz/cP2c/DL8G/wR/Nn7zvuB+jn6h/lT+fH43/g++Tz5b/rn+if8uf1L/s3/GwF7AoUD6QQQBqIFLAcOB5EHDwhSCIIJQQmoC34L2AtJDM4KXQunCrsKdwrcCJkHOgZsBekDugLJAfz+Kv0Z/G76Afqa+A/4M/cf9j737/YP9zD38PfT9tv3ePm1+V776/vy+1r76Pvh+oz7LPwM/Ev9T/3y/KH9mf15/TH+sf1p/iD+P/8kAKAAlQJkAgMETgSQBJEFOQU3Bk0GdgZUBrwFUAWXBD8FkgWYBhoIbAgnCdAIGAk+CVMJ1wldCYgJWwiVCBIIywU8BYoClgDr/w7/Hv7y/Eb8J/nu9tj04PGc8Fzviu/S7/LwcPHX8f/yEfI09C/2GPcW+sH7nfz//IL+tv1f/nb/jf88ARsCWwR2BIwGrAbOB9IJxwoxDhgPlhBnEO4PcA/xDcMNdww8CowI+QW8A7kAK/9O/Yb80/wW/eH+T//zAd8CJwVsBnYHkAfwBnYG1wNBAsz+evxa+jL5O/io+Kb3Xfa69gz1M/XW9Xb2HPc7+Fr4D/hS+TH4VvkD+hv51/kF+l36pfr//BL+IAAHAyEFfweTCYwLgg3kD/cQRhILE0oSRxFyEEMPww18DeQMQQybCw8LSArhCJsIRAcRBrgEAANiAA7/Hv0x+yH87Pun/NT+DQArAHQCVAL/AYEB6/3A+174cvSy8t7xWu/V7y3wG/AS8iTzx/SK9mP4/PjO+rj79fsM/ID7yPk8+Nz3I/d3+Af5zPo9/Z3/WQNiBzQLBg5gEWYTURMQFNUSpBC0DugMHQtxCOcHjQajBawGegfiB+II7gmNCSQJJQjtBacDuQG6ADQAnACUAC4A4wDk//v/ygAsACMAPAHSAcsCXATWBHkEegOjAu8BMgH7/y//Hf5A/bj8Vfzb+3P7/vrL+kL7zfoy+9z7mfy3/fb+e/8U/2r/Ov6a/lD/DABCAvEDWAegCbALPwzWDK8LQAo0CSEGHQTrAD7/IP5U/Zb9jf5J/1cBxwRpBxYLJQ33DRYOIQ05C7oImwYNAxEAIf26+8v5DPmk+lD6bPuH/Hv8Kfyx/Lj7sfrJ+mj5hviC+Gn3EvfB9s/1sPWk9f71yfWo9vr1X/W39Vv0SvWZ9Z71WPfb+Ab6p/wgAB8DJQf7CtsNPxFsFJEWURlGGr8Z2BkxGQIYohiQGP4WZBbrFHwSCxBuDnULdwjwBoUE+QK/ARkAb/4x/c/72Pqs+5/7/Pvx/Hf8Yfw7/DX8u/xt/sz/7gDrAiUC/gFvALr/zv4j/Rv9u/qZ+RH29fTJ80jywvNY9A/2GPeG+XL7yvzr/uQAOwJEA8QEMQWKBGIEdANEApABXwAY/5T+xf6g/t3/uQBgAe4CsATOBrMI/AoGDIkM6gzIC00K+gg0BqgDawFx/jb8K/qL+Mf2Uvbb9bb1O/eE+D/6E/x3/tb/uAAjAkMByABNAJH+tP3V+/L5sfdD9czzafJ78u3yDfS09h75gvwDAJUC0wTxBjkJOwsYDj4QQhHXEW8R5Q/PDowNzAtcC3EKTAkyCSUJfAi0CDEIYwcHB2IGCQaVBZMExgLmAML+2vwy+1T6R/n2+Fv5WPlQ+t76d/v7/Ov9rv/TAKoBzwLbAQcCCQFvAEH/zv2T/fz6Xfp++fb4hfmk+bD6Zvr1+g78Vfyx/VT+X/9GAK8AYgIcA6UDjARlBR4GmAazBzwHXwayBSoEygKpAVUBUwBoAJsAagBbAekA/wAIAVcAWgBwAKwA5v+A/i/9uPrT+Pn3lPd297P3Qfi9+IL5a/qA+338Rv2F/ff9Kv5n/Yb8n/vq+sb6ZPvs++v87vzG/CP9Nf0y/kb/RgBZAdcB2gHaAqYCCwR+BRoG/QehCScL4QsbDeQNLA5ND0UQVRBnEPkOrA1wC/oJugfpBTIFBwNjAmoAJf/g/DH7Ovn59yP3/vUP97X2Rvdd+Nn5nfrW+6L9KP7X/vP/UADZADgBiQBPAN7/cP7M/Uj9wPtI+9X6Zvor+vz6zfrJ+8f8rP0l/67/OgGJAX4CSgPTA4cDYQOCAjkBKwC2/k3+z/1H/rn+ZQA8AZoBrgNvA1kENAWzBdsFjQUCBqUE4gRCBF0D5gIlAvcBDQLaAtwCAgNJAx4CFgI3Aj0BAgEAABH+P/yy+tb4k/ek9k31CPWf9Ib0A/bZ9oT33/j++WL6Mfzk/FT9O/5g/h7/t/9cAc8BIQSvBd4GSQmECqwLvAzcDhUPSxBVEKQPYg9bDqENvws4CsoHIQagBNACjQHE/37+YP2y/Mf8ofzw/BT9L/3d/e/9Uv7s/VH+9/3a/Tv+BP0q/UL85vuw+6v7cvsy+zb8Hvxp/Sn+qf59/+z/3ADWAQ8DTQNdBJQE8QQ0BboEYQT0AjUCrQEoAZX/s/9F/yT+B////k7+fP47/sD+Xv/b/9EAtwBCAQYBfwJUA6YEjgYXB98IpQkBCwgM7Qx9DToN2wxyC+cKFQoHCREJEAhiBw8HgwZgBX0EZQOYAfQAo/+N/pf+kf1+/LD8Qftg+lz60Pld+Uj5Hvm293b3DPdf9oD2+vUd9rb20fcW+nv80v4XAaUCvAOqBDoFaAXgBBUEpQJuASgAa/6Q/W/8yPub+3T8Yv4+/yYClwM4BaIH+wiyCmULJQwfC9wKjwldCLcHdQaLBYUEQQRHA+UCjwLjAZcB2wEFAgMCOgLoATwBVwFVAdcANAEwAcoABwEpAVgBnAFIAjYCdgKYAjsC/AInAtkBWwHK/+z+jf01/cf7bPvq+zn7gvwL/an+dwDJAkgG2ggIDBIOlQ+ZEOQQ3hAXEc4QSRC4D8kO9w2EDBoLfAnmB0kGHQVsBCEEMgPYAt8BWQBf/y3+JP5k/WP92Px7+1P6KPl994/2bfa29cP1FfZC9o72+fbt9sr3lfhs+Qn7OfwB/Wf9Z/19/NL7KPtw+bX4nvcV9mv18PTl9JX1Ffdk+Ib6+fzd/mAB4gMrBrEIFQszDTYOAA8/D6IOhg7kDf8MlQx+C3IKhQnyB7EGZAVOBKMDMAOkAqQC0wEXAbkA0f/X/5f/nf++/6X/d/8//w7/oP61/hb/u/+WAAEBrQGeAYQBFAJNAq0CDAP5AkoCpwFIAZIAigClAIoAYgFvAU0CKAPjA+sEIgb3B0YJdAtODesOkhAVErMSShMkE9YRGxFDD2INvQviCFkGwwPyAAf/8PyC+y36h/k9+RH5YPm5+f359vk4+rX5m/nn+M33j/Yz9ebz1vJa8g/ytPFW8erxG/Ky8kbzCfRO9JL0FPU69RD2Sfa89pP3Hvii+Aj6ZPtm/B/+a/9BAIEB+gJCA14EHgVlBWsG+wYZCOYIFAqcCucKlwtxC4ILlgu0Cj8KLgkMCFYHNAYuBfgDrQOUAvcB/gFPAQABHAEUAXEBTAG+ARACoQEHAoUBrgE1AQ8BCAGaAEgAu/+u/87+g/45/jP+Rf7E/ub/hwD1ASoDhgQ7Bm4HGwmHCooL/AySDUMOxQ7yDhUP6w4DD2wOzg2fDfcMHQwJCwoKEAmHB88GNgV1A9ABtP9s/rH8P/vb+Sf48vZu9cX0nvN38sDxdvBT8GLvce9Y7z3vcu8d747vFu+87yvwvfCe8Ury/PKQ8670OvUV9gL3y/eO+AD5vfmJ+iT7efsq/N789fz6/Sb+tf4//1//4f9aALYA8wCZAZUBKQJ4AuMC+gKOA+kD/wOUBAIEnQSjBPAEcgVnBdsFgQUPBuMFcwauBp4G9watBn4H8AaPB1gHIwe2B0YHngfzBu4GKgadBVgFIQToA0MDbQIXApoBQAFEAU0B8QFLAvcCegNoBBgFkQWRBlIHSgiuCPgJXwrnCk8LewtzC1ELpwsOC98KOQqsCR0JLwhhB40GWgU7BBIDDwKPAD3/5/2Z+//5Dfhs9gD12PN58unwPPBs7sTtHe057H/spOvL69LrFuxj7LfsaO3Y7a7uqO+W8DjxVfK/8sTz3vOt9G71rvVy9nv2e/eb96j4rfmh+vf7AP2e/oT/FgFMAl8DkgT1BMMFPgbEBr4GBwfaBnMGrgYABjMGFQbjBUQGGAaOBtIGAQdKB1oH8AecB/IH/AcACAEIWQeYB5kGOwaOBZ0EZQSgA+0DNgMvA94CEAKkAuEBLwISAr4ByAE3AV0BEwFvAZQBEgLqAuoDFgU9BrAHnwgnCjoLjgy5DZ0OLA8jD4wPLQ8RD2oOKA7LDc0MrAyXC/gKzQmPCJoHjgVXBFsCewCI/gj8UPrd90b2SvSs8o3xqe9S7wjubO1P7ZfsP+3t7BPtnu1r7bzt3e1U7j3uNe7H7v/tSe737bzt7u2z7Ybu6e4K8PnwUPLk83/1effW+eL7Xv7mANoCNQXlBo4I2Am7CmALtguZC6MLJguuCvkJhAnuCPUHVAiFB6gHHAjHB0cITAiPCKEIzQjVCGYIFAhTB2kGmwVyBEIDUgIlATYAl/+L/k/+rv37/Pb8Ovyz/Er8kfy6/JP8H/0D/eT9Uf49/0MAYwGfAvgDWAW3BmMI7AmfCxINiw7PDw4RJxJpE0wUCxUAFjEWuBb5FpYWbRa0FWcUGhNmEXcPHw2bCq4HsgTgAc3+SPzH+Xf3P/V086zxQ/Ba71Xu1e1x7Qzt6+yY7FPsQ+zM68Trnetv6x/r0eq/6h7qP+op6tzppOpV6g/rPuy47NXuQfAi8lT0hPZO+WL7a/7cABMDmwUtBw4JcAqeC4UMIg2ADasNEQ7lDSAOFg4TDiEOBw5BDg0OSg42Dj0OJw7cDXUN5gxlDE0LbwofCegHZAblBKYDJwKyAEP//P2i/KL7qPr8+Xr56viJ+CH4T/j492r4A/lI+aX6U/vS/N/9fv8tAZ0CJwW5Bg0J8grFDL4OORDCESkTpxT0FU0XbxiFGSQahxpsGiwasBniGPQXvhb7FOgS9BB4DjcMywmMByMFxAKzAI7+2PzI+kv51fdn9mT1L/Qz82LyNfF/8J/vk+4w7iztnOyK66Xq4ukU6bXo+eez51TnMudd58Tnneix6fbqSOwX7uTv4/Ed9EL2XPhb+iz87f3u/y4BIANFBJMFKAfuB1QJWwpyC0kMGQ28DaYOJg/QDzcQuBASEf8QQhHtEPkQcBD8D1EPRQ6TDQgMqQpNCWwHEQYyBMQCQQH3/4T+DP1E/Of6Yfqj+WH5K/lJ+XH5nvmM+gb7Sfyi/QL/hgAXAuUDNQUaB7UIYgpxDNQNfQ8qEZkS6BNnFV8WaRdKGPUYaxmWGUYZqBgVGCUXRxblFJcTrxEIEFgOOgyYCrgIBAdyBdMDFAKQADj/yP1z/ED7zvmc+Iv3C/bD9JLzTPLg8MvvVu4Z7T/suerf6dboFui859fmr+aD5q3mOuea55boful66qnrVu2d7gDw1fER8770XfaO92H54Pop/M/9JP90AM4BSANtBKgF9AYRCCEJPwoWC/IL6gyBDSkOdg7TDuMO+w7NDkUO9Q1ADZ4MpAuWCo0JXwgjB7UFoQQ+A8EBegAR/xX+Ev0n/LH7NfsB+/P6Q/ug+0X8FP0P/j7/WwCzARoDyARIBv8HuglBCw4NnQ5iEB4ShhMcFWQWkxeIGEwZCRpHGl8aNBr0GWYZ1hj7F0IXcBb4FAMUhBJFEQsQew4iDZULKwqcCAwHdAWxA+0BIgAs/nD8U/on+DT2BvQS8u/v2+376zPqPejf5nflGeRb42Ti2eF34UXhd+HZ4VPi9eL+4wblJ+bC5yDpfeof7LLtZu8t8cryffRM9rb3dfk7+5f8Ov7E/ycBnAL2Az0FjwapB64IpAlECvIKhQvQCxEMTQxTDCcM+AtmC+QKPQpaCX8IPAc1BrgEcQMyAmsAVv/5/Y/8nfut+qH5+Pig+A34CfhG+If4I/kQ+v/6RfzK/S7/EwHRArgE8wbqCPkKKg1RDzwRORMiFdMWfhjZGf8aJhz+HKwdSx50HoYeoh4pHrMdPB1IHJQbqRqVGUQYKBfeFU0UAxNMEbsP9A0HDBsKAgjIBZYD9gBW/t37/fhz9njzz/Ao7mDrNum95pnkqeL+4HDfN9503Z3cN9wf3ADcX9wV3bHdzt4A4Cvhz+J35DHm9efi6QHs3e0g8AnyFPRp9v73DvoM/Ln9gP9HAasCQwS5BekGOwgGCf4J0QpcC6QL6QscDKoLjwsVC0wKvgmWCIgHXgbaBGUD9AFSAKn+Vv3E+zb69fiJ9xz2UPWj9NLzzPOg86HzMPSU9Ir1uvb+95f5Ufs5/XH/rwH0A5IGCwmACwAObBDUEj4VcBeAGYkbOR3dHm0guSGTIlEjxiM1JD0kFCQJJGYj1SJbInUhfCC0H00eNR3gGyAanBiZFnsUMhLCDwkNQgpqBzoEFgEY/qH6hPe19F3xle7B6+Dotuao5GTi3uBC36vd0Nzq24bbbdtj26rbhdxJ3WHezd8i4QLjy+S55rroz+rM7O7uQPFB87z1D/gw+mz8jv5dAEwCMgTABYUH6Qj7CRQL1wttDOUMMw04DRANqQwADCsLHgrsCHIHCAY1BIgCmQC0/sH8v/rl+Pn2RPWE8zfyyvDM78buNu7A7YPtyu1a7lHvX/DT8WXzXPWF99j5Q/zE/osBJgTZBtUJRAwSD9YREBSzFh8ZERs7HUMfwSBlIpwjdCSaJX4mvSZlJ7sndieuJ1In1iZqJpUlgiQ8I+MhHyBhHnsc8hlZF7gUmxGrDp0LTggQBbcBff7p+vP3vPSL8Q7vHezE6YjnSuVo4/HhmuA938HeO94Z3nLekN5W3yLgIeGV4tDjg+Vd5yrpP+tK7TvvafHT88H1GPhw+mP81f7BAJICfAQCBrMHHQlRCkMLRgzlDEYNuA2DDYoN+wxqDJILMQomCWMH7wVmBB8CXABK/h78VPoc+Pn1G/RP8kzw1e6I7Srsk+u+6irqZ+q06jLrXexC7YbudPAe8iz0mfbm+Eb79P1PAPwC3gVmCA0L0g0yEK8SEBU/F34ZghuGHTAfBCFfIr0jFCUTJionridEKLEoiSiuKC4oayfMJp8lOCS6Iq4gjx5aHMYZShdIFG4RWw48CxIIqASKAT7+9/r19wv19/Fu7+PsXOpt6G7mreRc4xPiOeGx4FTgYuCJ4DXh8OG54iDkS+Wo5pjoZ+oq7EDuR/Bp8sz0zPb++Fr7Vf1V/3ABRwMEBbwGMwieCa0KmAtvDOMMTA1fDTUN+wxsDJALmQp5CQgIhwbsBBgDLgER/9n8ovp0+D/29vP98ePvLu6C7ALr+enP6ErouueS573nC+is6IjpwuoU7Nvtiu+Q8cbzGPZg+O/6qf3y/9cCVwXwB8sKOQ3bDzUSfxTWFh0ZIBsJHRQfgCD4IYQjeiRzJWIm3SY4J2onAifBJgsm9CTuI34i9CD7HhcdqhozGPEV9RIgEFQNTQo+B1AEKQEm/jr7NPiD9dfyTvAD7t/r6ekd6N7mmOWM5OzjUeM340XjXePa433kY+V25tjnWenX6rXsge5H8FzygvSg9t746PoT/Rv/HQEHA7QEiQYMCHIJoAqjC3UMNQ2MDbwNxA1rDQ8NOQwwCwcKrgj8BlIFbQM0AVn//vys+qv4OPYP9CHy5+/17VDsqupW6VzoUued5l3m/uUs5r/mQOcv6Hbpf+oA7Pvtr+/I8fnzMPZ++Of6aP3k/38CFAWoB14K4gxDD9cRJBSEFtYY+BoQHfEegSALInojYyRnJcolHyZsJi0m3SU0JWAkRiPkIVAglh5qHGAa/hc6FcoS5g8gDVMKXwd6BIQBkv7U+zv5f/Yq9OTxtO/b7UjsrOp46XXocef65o3mgOZx5prmFeeg53/ofemm6v/rc+3x7q/wbvJO9ED2Jfgi+iP8FP7+/wMC3QOGBR4HlwjtCTwLPQwRDbcNGQ4gDkEO3g07DYAMawszCrcIGgcqBXQDbAFD/yD9+PqQ+GX2W/RI8mjwg+7U7H3rP+oF6Wjo2+eJ527ni+fO51noOOkO6jnriOzi7Zzva/Er8yX1S/em+cP7HP6nANcCXgXpBzgKtww/D4QR5RNWFjUYRxpQHMgddx8RIQIiEiP9I1EkjiSwJFkk/CN0I0EiLyHeHxMeVRxhGlEYDBabExMRZw7aCyoJgwbZAyYB1v5j/Br6EPgS9i30gfL/8Jvvg+6L7bvsGey062nrPutj647ryOtq7ATt2u3j7uHvLvFi8szzR/WX9jj48/ms+2D9Ff+7AGkC9gNgBekGJwg+CVoKNAvTC0EMhQyIDGAM/AtrC7UKwQmdCF8H6gVkBNkCEwFY/5H9zvsY+lz4qfYR9Z/zQvID8evvAu8Q7l/t8eyB7IXshuyl7Cjtte067knvTvBN8dDyCfRo9RX3sfhZ+lb8Gf74//YBxAPDBeUHvgmtC8sNjg9hEU8TBRV+FvkXZRmBGpYbnBxSHfYdTB5+HooeWx74HT0dZhyUG18a7RiQF/8VRhRyEp4Qiw6ADHMKSQhaBmsEMgJGAHX+cvzH+j/5mfdI9h71v/PY8gTyA/GG8Bzwr++U75DvjO/A7x/wnfBK8fLx5fLZ88r0EfY193b46flR+6b8JP6B/78ARgKPA50EygXZBqsHjggzCZQJGAodCvYJ9Al2CckIYAhrB3UGrQV0BGADNQLhAH//Wf7c/Iz7bPoH+cD3h/Zy9Uz0fPOu8vzxcvH98KnwcPB+8Hvwr/Ap8a/xUPIQ88rzs/Sz9ef2BfhZ+bX6G/zE/S7/0QB6Ai0EvgWGBw4JjgpUDL4NQQ+9EOoRFBNDFA8V+xWlFhgXgxe4F8oXvheTFykXzhYqFloVYhQ7EykS9xCnDzUO0QxOC6oJFgiYBg4FZAMKAm4A6P56/fj7zPpo+VH4K/cH9hz1V/Sl8/7ygfIb8sjxm/GI8Yjx5PEU8m7yC/On83L0ZvU+9jv3R/hx+Zf6vPsa/TP+Wv+VAK0BuAK7A3oEUwUaBo4GHwd6B4IHgwdsB0sHBQe0BkMGygUjBT0EfwOEAqIBuACr/3z+aP1v/DP7OfpR+Vr4f/e29s/1D/V79Nnzc/MS85ryhvJ08lXyf/LV8h7znfNR9N308fX69vL3IvlV+q37Nf26/g0AzQF4AwMFqAZdCMQJTgvPDPUNXw+VEHwRZxJGE7UTLxTCFJgUsxTDFEIUAxR3E6QS+BEkERoQJw8eDr8MhwtGCtYImAc0BpUEMAPOAUoA+f6q/UP8BPvh+bP4iPeF9of1mPTl8xzziPLv8YvxVfEQ8RXxAvFS8b7xJPLD8lrzIvT09PT1CfcV+EX5VfqV+8b8xv3a/gcA9QDiAdQCcQMxBOcEVAXJBUoGawZsBrAGigY1Bv8FiwUHBZEE9QM5A5UCrQHOAPD/BP8B/gj9CPwM+xj6HflV+Ev3gvai9aT0DPRg87DySfLP8XbxevFE8WHxnfHP8Vjy6fKS83T0UPVt9nT3wPg4+m37Jf2o/gcAuAFOA7MEYAbOBw8Jdwq+C/UM9g3hDp0PcxD6EG0R2hERElYSNxIBEsERahHZEGAQog+xDuwNvAzeC90KcglSCC0HxgVxBDsD4AFuADb/3/1q/Db76vm6+ID3aPZf9WL0o/Pa8hHyl/Ei8aPwbvBO8FHwhvDf8CrxvvE18tXysPNv9GD1afZb91z4ZPl5+pz7p/zN/dP+x//PANsBsQJ+AzkE3QR3BeUFJgZxBqAGmgaqBo0GHQbQBXkFxwRABKQD0gITAhcBLQAs/wX+Gf3t+9T6u/ms+JH3qfaj9ZX03vP78lXy0PFa8djwpvB18C7wXvCY8O3wgfER8rLyjfON9IL1pPYK+EP5Y/r2+1z9r/45AJQB8AJfBJcFygYkCCQJOQpQCygM9wy1DVcO6w5pD50P+Q8cEPUPARDBD0AP3w5UDm0NqQzSC70KrQmOCGIHEQbcBH4DFgLPAFb//v2z/EL79/m/+Hv3ePZ29W70o/Po8jrymvEl8brwa/Ay8BTwBvAC8Hjw5vBI8dPxlvJC80T0XvVY9o/3q/jy+U/7mPz2/Sv/UACsAdAC5wMUBfkF5ga+B4MILgmpCRcKSwqPCmoKNQr+CXYJ8QhQCIAHnwajBWoEPwMOApgALP/z/XD8D/vR+VD4Dvfd9Y70dPOX8nzxvfAm8FDvA++87oLuge6S7sLuL++Y7xfw7PCn8YzykvO39Mn1KPdh+Jf5Lvts/Oz9Vv/QAD4C2wNqBdAGXQinCQILXQyGDbsO1A+WEF8R+BFuEqQSyhKvEnUSNxKZEe0QGRAvD+YNmwxQC7wJVQi/BhQFegPZARoAbf7j/Dn7lPkV+JL2LPXp87zypfGm8ALwHO+k7iLuwu227abtz+0U7qTu/e7J74rwiPGy8vXzPPWN9jv4oflb+0f90/6RAIoCCwT5Bb0HQgnnCokMzA3aDiEQ5BCWEToScBKREpgSIxKkERkRPRD6DvoNhwzYCmcJeQemBd8D7gEDAB7+Gfxs+nr40fZI9a/zcfL18M/vxO6Z7cfsS+yp61vrJevi6vvqFOtV6+zrcOwi7QLu8e787xbxXfLQ80310/aW+Cj6KfwJ/tX/0QGNA4gFNwcTCcgKYAzdDRcPLhA9EQ4SxBJTE3wToROKEzkTwRI2EpARsBClD3kOLA3zC1QK8whhB5QFMwR2ArUA+f5z/cn7PPrG+En3Ifbb9KXzqPKs8cHwHPB/7/juou5U7i/uOu547svuRO/c72jwf/GL8rbzSfWJ9i74BPrA+3D9X/9rAVEDbwUpByQJCAulDFYOtQ8EEd8R9BJ0E+oTaxQ9FC0UzBMUEyASbxEzELoOjQ3WCx4KkAibBsEEBQMBARD/Yv16+6P55vf79Wj0yvJW8frvxu7A7cXszesh65nqDuri6cfpkumw6fXpFOrd6nDrJuxN7VPus+8O8ZryEvTF9b73Sfkz+xr94P66AJMCJgT3BY8HuggbClcLUwwPDR0Oqw4JD3UPmQ+KD4APLg+/DkIOig3ODOQL4QrkCbgIlAdfBh0F/AOHAmIBDgC1/pf9O/z/+uL5wviJ94H2gvWF9JnzvvIK8nTx3PBr8EDw7e8Q8EfwlfAn8cnxmfJ488b0C/ad90L59fq3/If+gwA8AjsEJga2B2IJDwtLDMwN+Q6hD5EQRBGQEeERFBK0EbARRRF8EPoPFg8IDigN+gtuCkUJvQcNBoAExAL5AE3/iv2z+xv6Pvik9h/1f/Mz8szwTu8g7hvt3esf62vqm+k06d/ooei96PLo+eiU6Rbq2+rs683s++1V78PwJfK08xL1rPZX+NX5bPv2/I3+GwC8ARwDbQS6BfYG1wfoCOIJZAogC6AL9gtWDMoMtwzXDO4MTwwbDLALFQtmCtIJsQjABwQHewVfBDQD1AE7APf+v/0U/NH6fvmm93n2TvXH8wbzuPGr8ELwjO9E7yrvJO+B7yrwtfCb8ePyzfMp9d/2N/j0+fb7kP2H/5UBMwM2BQwHlAhnCuQLPw1hDo4PoRA8Ef8RdxKTEt8S+hKoEq4SYxLNEUsRnhCrD+8OHg5zDJALKgpmCCYHZAV0A8cB0v9w/bX7l/ka9zb1GvPr8E/vX+3B667qOOnd50DnxOYg5iHmE+YE5p3mE+eY55PoYela6oHr2uxL7rDvM/G88kr03/Wt91T58vrK/Ez++P+fAQoDiQRABqMH8QiwCrAL6wxJDjYPJhA/EdoRRxLVEuES4hLbEkkSehHPEKEPbA4yDWwLeAm3B3AFBgPbAFn+8Pu4+VT38fTr8rXwzO4W7Z/rQ+oo6anoJugE6GPoB+mp6cLqd+wZ7rbv4vEK9CD21/gX+1v9CQAKAmEE3AYGCRQLMA3tDkcQIRI2E1AUpBUmFvEWkBfYFzIYkBixGI4YnxgLGKAXFRcPFjAVBxSUEsoQ+w64DGoKNAigBQUDSgB+/Zz6APhY9fHy0vB/7qfs9upI6Rfo5+YO5nPl4eS05JvkqeS+5GPl1uW95rPnz+hq6kzr4Oxv7pXvUfHe8nP0HPak93j53fqX/GH+LAAJAgcEwgWbB5wJQAsrDfkOnhD5EZQTvRTcFdQWkRfWFyIYGxh4F/YW/xWDFEcTcxH2DvMMMQpOB5IEpAFZ/nn7cPhR9bjyLfDY7fnrOuqx6OjnIufB5sPmSefK54Lol+me6iTsue1272Txd/NP9Y33qfmq++n92v/1AeED3AXFB50JFwu2DEsOdQ8TEaESwBNPFa8WpBeUGJMZJhpuGhYbxhqmGkEaJhknGLIW5RQNEzcRkw4tDLYJDQd0BMsBTv+x/Dz6o/dl9S3z/fAi7y/tiute6t7owucB5ybmteWW5T/la+Xa5e/lpOYH55fnkeiG6WjqiOuZ7LvtXO+Y8CDyqvNb9Rv38fjf+q387f7UAAYDRwVbB5MJsgunDVcPPBF5EucTGxWAFR8WMBYVFrgV2xSSE0ESxxC3DqsMaAreB0EFnAL4/1v9IPuB+EL2ffR58gvxoO9x7pzt1uwy7N/r7+sG7FvsC+167QPuEO/O78vwF/IZ8yD0gvXE9if4r/n8+n787f2c/1YBCgPtBL8GlgiDCn0MWg5cEP8RiBPzFNIV3BanFwwYWxh7GBsYmxcfFx4W+hQFFEISlBBiDysNYgvDCVkHdAWHA04Bff+n/XH7kPmV9zH1XfN98Xfv5u0L7KLqQuno5/3mPOa15TPlKeUf5cXlOubY5uLnfOiR6Xfqf+vA7AvuAe+H8NnxP/M79bn24/jq+uX8E/9QAXIDogWzB4wJXwsuDdkODhBnEfIRnRJ3EhgS6BFhEIsPIw4qDL0KwghnBosEhAJGAM/+A/08+7z5lvgp9wv2kPUg9KnzFvMt8rvxYvGA8PvvPPBP70bveO8Y7wPvj+8s75TvzvCR8C/yf/OH9L72u/jZ+on9UgB/ApMFQghpCh8NEg+NEGMSgRNkFEcV7xWEFpUW3xalFnEWVxZ5FSwVbxRWE8kSWRGkEIwP+w1DDTUL1AlMCCcGagRmAlQAP/6O/Nr57vcb9pLzGfJB8EXu9+zB62nqwOkh6Y3oX+gP6KPnh+d256PntOcj6NHoNulu6jXryOxI7pjvj/Eo80b1gPdw+Qf8Pv51APYCFAW6B1sJRwsnDWEOXg/oD3sQ1A+bD8MOJg0WDDsKEQhhBocEXQK1AAv/O/3h+/X6pvkF+eL4E/gW+K74HPiS+Ar5Uvi1+IT4hPdW9472bfX09JDz8fJK8kfxIvGh8MLwW/Gu8TXz1vRX9sT4Cvtm/bH/FAJIBIAGgggdChYMRQ0fDosPvA93EFsRAxEREncSlxJxE/YTGBQ6FH4UHRTNE5cTrRLPEUsRvA+JDnINhQsWCvUInwZLBewDOQE4AMf+nfzD++b6//hR+Iv3qvUC9Uj0FPKJ8czwgO4/7j7th+uD667qxek+6t/pvemI6mzriOy57fPv7/Ee9BT3afl3/GD/EwJbBRgIDQo/DBEOqA5tD3MP6g4VDq8McgtpCTwHiAUNA5IB4/8O/o39Lvy2+4v7HfuT+8T7//vG/Mj8Kf3D/Vz9Vf1C/TP8xfso+yH6X/lz+Jj3s/Zg9mj1IfX49Mb0IPWb9Yn2QveR+Ar6UPu//CL+jv9PAOABcgKRAmIEEARaBIMFYQU9BaIGrgYHBx0JpAnpCioNTQ5CD5ERCBLCEksU0ROtEzUU6xLDEZ8Rwg8GDl4NtgswCnsJ4ge5B/sGIgaBBlYF6wRUBLECjAESAOr9NPw3+rn3/vXz84LxLvCR7jDtq+yw62/rhuuW61jsi+1q7tTwcPNv9Xb5Ffw//z0DKAUCCNoKpQuIDaQO/A2MDqgN9gs/C+cIkQYOBWwCqwAV/6f9VPyp+6n7J/vL+x/80vzH/UL+qP9oABEB2wH3AS0CowLfAUQBGgHD/2n/VP5z/S39zfuf+5X7uvqc+tD6KvqX+jT7hPqK+877HPvs++L7/frw+rv6hfmx+W755fiX+cD5A/p7+3f8r/0nAJoBEQTiBk4JOgwPD1cRLBOTFfEV6RYCGL0W4xYtFl4UjBOEEskQ5g/zD5UOWw4BD5ENHw3DDNIKbAnTCFAGcwTzA8IAd/85/iz7NPoX+NL10fQQ8+nxLPGq8CTwpvB38aHylvR49g75MPsR/u4ALAPVBbIHAglnCtQK0woUCzAKVwlCCMcGxgV7BPUC1QGwAC3/Z/53/cT8xfwb/EP88fwZ/Sr+lf+tAAACyQO8BLIFogfzB30I4AkICQUJfgn4B5wHugfzBYME7QRKAu4AzAFZ/iL+Of43+v36GPqc9rj3OvYs9Mn0qvNF8rvyl/I68U7yYPJF8S3zufPX8w/3WfiK+sX+DwHfBLkImwvGDcIQNRIHEvsT/RKYEsUTchL0EgkULhOnFCsVqhQaFhoVaBRjFFkSBhEkEAkN5grRCQcG6ANOAmn/qv17/bn74Ppg/FL6jvrM+735wflp+pr4/fiT+jT6y/yj/34AIwRQBl4HmwlyCVcKRQpACQ8KYAjIB9cHwAU8BTYECAJsAN3+OPwE+gP4WvWX80PyfvHu8RLzofRM93L6s/2rAHgELwcNCQ4MWA1JDvUPtw9PD5AQqw55DsoOpQzHDCUMmAqjCW4JBAcxBiYE3AAP/0P7QvgW9Vvye++v7XjsTeuJ65Dr+Oqh6yfsI+xa7aHuHPAb8lT1s/ie+/f/ggKjBG0IzQfGCV4LBQouDJ4M5gzlDmoQnxB5EhMT6BI5FNkTXRR7FE0UvBNgEpQRaw6BC7wISASVAUH/uvw4/Dn8hPy6/Sn/FgCxAEsB9QANAZAAFgCl/5r/of/A/0gAgwDVAc8CSwTfBZYHFQnLCQYLeAsvCyILUwrfCAUICganAxsCP/90/NL5rPbK9AzzdPEs8rHyF/Nt9gv4WPll/HT9Bf8FAeABWgOBBSAHxQhTC0QNHQ4LEMYQuw90EAsPFg2zDFwKbQn/B14GXwUeA0IB0v4O/Cj5ffaM8p7wzu5P7OPsP+xd7Bvuv+6t8OHyvvOa9WX3ivhY+U/7+Pta/Kb+Dv+CADACBwIvBDEFTgWkB+IHLQkVCzELBA2nDoYOaBAxEW8QIRKPEMEOZg6YCpsIygYOA10CywCC/7sAZwHjAXoEyQV2BXkIXgcAB4AILAV4BZ4FIwPjA50E1wJlA+QDLQJGA3MC6gAYAv4AfwCRAj4CnwI+BGcDgAMVBN8B6QD4/w/9V/xY+775EPpy+uP5r/ra+4z7WPwH/aX8zf04/rn+mgD6ARYDWAW/BmoHCwlNCXEJ0wmkCdMJlgrKCtsLOA1uDf8NQw4NDYMLnQmJBnUDvgAt/dr5QPg/9Yzzn/NU8uDyofNj9A72rvcW+Zb6zvz1/K39bf5S/Qv93ftY+oD5Pvg8+JX4CPkW+1383v5IAcMC8wUPBwYIgQklCV0JrAgECD4HqgUOBXYD5gIkAiEBbQJ8AjoDQwX6BcIHEAmGCdwKywp7CvoJhAknCVkIsgh6CCAJqQn3CZcLeAuVC6QLOAoICewH5QUhBD4DbAHhAMYALQD+ADMBkgFzAqECeQLyAWgBAACY/gb9Efui+Sr4Pvdo94P3kPhX+vX72P6fAIsCkgQhBZIGtQY+BrsGUQUvBZYFKQXSBugH9wgkC7cMgQ3BDt0OkQ0rDfIKmAgrB+UDuwIFASP/iP+2/Qf+lv4b/dj9dP1G/Dj8WfvS+qn6/Pk8+sj6Dvtq+2n8tfxx/OX8TfzZ+zn7E/rz+YL5nflg+kD7YfyZ/e7/6ABwAsoDMQPCAwgDYgHgAKH/U/2t/QT9ePx5/oL+NQAMAuECIgXfBUwGfAZ5Bc0FnARnA2IEgAN4BGYGHQcMCrQLrQy4DqAO9Q2KDWALdgn2B+QFRgXVBMgEUQa5ByIJ1wq8C8YLaAuICeQGlATBADT9W/qD96D1ZvSb9M30Afbl99H4AvvF/Oj8Y/7v/sH93v6G/mH9KP8Q/4n/UwNVBKUG3QogDG4OnxBSEFkQEhAzDbALYQrdBgUG+gQjA+wDTAOnAnIDgAKVAYUBnv9N/vf9//sh/L372/rg+5T7dPu2+9H6fvrT+cf4dPgW+Kb4nvi2+an6UPs1/T/9af2f/iH9yPxr/H36vfpP+eD4iPh7+F34SfgL+Z34IPrr+Z36gfw2/cP+cQAeAgsDZQSpBDsEhgRsA6QCzAIYAuQCAQSYBLIGoweWCJsJXwmDCXYJowjQCN4IlQipCawJLQqLCsYJjQlKCBkHHwaABIMDZwKwARMB3v8Y/wr+xPzC+5X6tfmg+XL55fnn+m77u/wG/lT+n/9NAHkA5AFpAlcDPwVOBvsHEAosC0cMOQ3tDOULZAtvCdYGTQYyBAwDrgOYAssDMgToA/MExgP8AjQBYv8B/lH71voi+mL5dfol+0T8oP3k/Yr+wf6Y/Wf8ofs2+tv4Hfhe91r3ZvdH9/X36Pe+99j3j/Zh9gv1B/QF88zxWvHB8PDwTPHO8mTztPWJ90357Pu8/IH+C//d/wYAmQBgARAB6QL4AlYE5QW9Be0G8QZ/BtQGpwa/Bt4HywixCZcLQQykDEoNjwtOCqIINwbyBM4DCAO8A7AEKAUMBpsGpwV8BHQC/f81/vP7nfoc+wP86/yO/78AQAIVAx4CWAIbALv+k/3N/LX9Bv6jAKcDzgUfCT0LcQxIDQoMKwtsCRkHswU8BAsDeQLvAkgDzANeBNUEQAUyBSMFugS5BH4DIAO6AnkBsgFcAIIA/f+F/+X/Ev+z/9D/z/9BADkAXQA2ACn/wf6J/bX7Tfpb+Dz22/SU8u7wCvAl7nXtQO0K7Yjtqe7c7tTwS/Lc8pD0KvWL9RD2M/YW9tX2KPau9lj47vgB+wf9jv9YAvAEtgdyCr8MYg2eDmMPgw5PDiANlgu5CucIRggXCGYHrQeRCDoJTQqYC48LyAuECzkJrgdFBSYBS/8C/NH55vkX+ZD74f1aAE0EmgZ3CFUJ3wgNB0YE1ACW/Rv79/jy+FT60fxOAMkErgjoC1UO3g7NDg0N/AnlBvoCoP/i/dz7Jvwv/Wz+ugEkBCcH+QlRC0oMtQyPCwEKdgg2BWYDAwEA/6/+f/3n/ef+t/+JASwDSgQFBiEGSwYHBpoEKwMZAVH/ZP2b+2n6BvoQ+db4Efm7+IH4nfei9pb2iPRK9K/zEvLQ8knxUPIS8mnxVvKg8R3yCPIC86jzLfVL99P49vuB/X//UwHvAfEC6wLDAlcDrAPQBNgGuAjaCxcP4BGpFCYWuRZ8Fn0UWRIJD5ELLQgmBbIDJAKaASoC8AIBBMkEIQUkBfcDjAKeAHr+JPzt+VP4K/cB9yL3MfiL+W/7iP28/rABCwNQBFMG8wUbCEkIKQhbCmAKXguJDBgNnQ60DvENtA1CDN0JwQcxBl0DgwKiAa0BKQQABOYG2QhgCfAJvQghB04DJQCf+xv5+Pau9JX2NvfA+bP9gf8jA2oEAgSBBPcB9f/i/W37K/p4+Xb5mPpk+838Zv4U/+H/Yf+u/zH+df0U/If6lflV97j2CPWa9LzzzPNj9N30sPZ491X5Uvq5+qb7PvuM+p76vPn3+ez6lfs0/tcARgP1BugJ4AswDhsP0A4mDhUNBQueCjUILAcTCJAGawigCF8JOAqOCQIJVgdkBXMCTgD6/RD8J/xI/BT9iP81AQYDKQUSBhIG7gZiBZYE3ARgAyQELwTrBOEFZAc/CL8IugrECo0LHQ2aDEUOgA5dDUoOoAv8CZIHlAQ2ArT/If54/b39//2N/w8BbwFhAo4CcwA6/xL9Q/pK+HL2nfU99kn3IfnS+4/+7f/cAWkCkwGPAO/+hvwL+8L5f/gq+iX6EP3k/tgBXwSDBWMH5wX2BfgCXwDb/Nv5p/Ya9EHz7/GO8+PzU/ZQ+Cv6W/vr+/78dvue+8b6mfnB+rT6hfyO/xcCYAV3CPMK+QvyDBAMQwqICBcGmwRzA4EDeAQaBgwJlQp/DWYPvg59D0kN+wrICG8FGAMsAfv/Bf+i/3r/NwA1AeAA1gFGAq8CMgN4BOgE1wUfBtEFPQbBBKwDuQJZAT8AoAAhAA8BOgJ8AhYEdARYBJsEowNXAvIBlQAAAOn/mP8OAIQA6AA5AZcBOwHdABcBxv8dAC0A9P9VABwAyAAWAOr/c/9i/9n/aP/0AVsDsgTRBxYIzwhBCH4FSQMyANn7QPp8+aD46Poc/XMAQwMmBEYFawM9ACv8ffe58+/vyO6h71LxXfX/+Fr87P/4/w8AGP6r+rP3U/T08kHywPPD9Rb6af5nAbYFRweVB9UHzgU4BJ4CAAB1AHQAsgB0A5EFuwc6CuQLCA2fDX0Mxgu6CqIIpQfDBmQGHQd+B3gISgrGCiYLTwvfCWAI+AUXA4gB7/5M/UL9t/yI/Tr+e/9CAKwASQCF/73+dPtZ+tX3qvVX9ezz6vTK9Sn3p/kz/Ov94P+xAakBzQJ2Aq8BiAFXABUAiQCYAC0BeQKaApkDegT0BOoFUQYCB6QHSggpCAkIyQf9BRUFbQMHAe3/MP58/WH9WP2W/m3//v+QAPgAqADD/63+p/0N/Br7Xfrx+Zv6pPlD+uL6Avrr+U35ePj+9w/3sfaa9633+/hl+p373fyH/Zj98/xA/Cj6OvkU+A74MvmI+tP9OgE9BWwITAv3DNEMhQvqCNsFOQKU/gH8Qvtj+zn9TACNBPkIbQzfDywRARHoDoUKAQexAfH8SfoI+FT43/kY/ToBGwY2CUcMSg7ODGEMGAi4BJEB9fz++5/5h/mZ+hr7gv3m/lcAugDPAJsAQP8Z/r78xPvw+hz66fkI+hz5A/nC+CL4x/fD99/4Jvop/Av/eQIWBY4HSAnoCZEJSwetBbwDzgCU/w7/Ev+pADgCZgQQB2oI2gn5Cq4KVQmBCEQGAwMHAPf7QPgw9Tvx9e8o8CTv+PI/9jH6VP+jAacE8AQQAt/+MvpA9MbuWOtP6QnpFOzZ7or1GPsf/5MFegY0CEgHzwRpA7T/Mf5r/Fj84PzC/qgBaQMiB7QJTQzHDjYQCBJJErQSHxLtEecP+Ay8C5oHPAX5AkgAm/8P/1j/6QC3ApACvwQOBW4DwQKl/6D9FftP+O33BfhV+KD6R/18ALECfwRmBiEGPgWsBHoCGwGZ/2L+pv4H/hn/Iv/q//z/AgDb/w//+v7F/nX+Rv8TAKcAuwFYAq0DXALSAsYBrQB1/5/9V/0q/Cf76/pc+/z6jfwT/iMBrQMBB4EKlw0qEMUQbRH+DjUMMQguA679Ufmn9R3zGfQa9Pj3E/z3/tMDzwRkBb8DdwCX+7P1hPA069fodOat5/PpPe1e8r/2j/vV/osBCQKRAowBWgCE/wb/uv/v//sCNQXPB+0LVw2CD20RMxA3EB8PjwxYC4MJSwd+BkQFawS0BE0EdgRfBZwFOgatBpoGrwbiBbQFZgR9BEMDIQNtA0cDRwVdBUkH+AcSCaMIRggFCBwGGgW+A3YDRQM2BOEECgdXB4gHFQjRBZkDrP82/OP3sPTJ8VLwlvBB8MTymfTf9uf44vlC+3L7cfpo+pz53vi8+Af4Bfhh+DP4Bfj2+RT6VPyE/q0AqQTRBiwJLwvQCyoL6QqwCLEGQgXKA0QDYARsBeoH/ApQDE0PKxA8EGsP5w1LCyAIdwa6AmIB9P/U/gAApv/bABkCCAOPA+kDmgMsAgcBJv48+wn5a/Ue89TxqPA58SbyHvR493X5lfu8/XH+//3o/E/8vfk5+Kf3RPdK+Tf6Kv0SAQkD5AUgCEQJUgmxCGsIVQiMB6kHKgmNCucLoQ3tD9YQXhABEEcPzw2JC50KRgr0CQ8KyAqwDCYNOQ2BDRQNKQuJCaAH/gShAxMC9QAQAUcA3gCOAVcA/wAnACf+v/zQ+Qb4WPV28ofxI/Cv7/jvXvHq8n/1lPcm+WT7nvus+3H79fm1+IP4Mvfi9yX6X/vk/iACxwRlCNEJvwq8C04LogluCQgJEQhHCfcJ7AvlDQUPXRBZEckQLQ+1DUwL+wjQBnAFZAWGBasGmQfTCGkJGAiyB1EFUQKg/5X86Po0+Xn46/gL+rz6SvsB/L77nfoo+XD3LPaJ9AHzpvPG81L0Ovbw94X5ffuh/IT95/6M/jf/3P9F/24A5ABYAU8DkAMFBcoGxAYgCbgJJArbCxkMLA39DQEPjw9SEHQQ7Q/lD+QNyAuJCrkHzwULBcMD3APFBJ8FzgZACB0IKAinBp4DEQFF/ZP5JvYC9Czz0vJr9LL23vik+jj86fwG/Or5Ovcn9c7x8++t76vv6PDZ8qn19vcq+uL7//xO/tX+8//CAQMDNwVSBxUJ3QopCw4LUQvvCVIJ2wnVCZILTA4AEdcUFRh+GYwbKhouF/4Tgw6yCGcDsv+p/Ov73fww/w4DvQXGCMgKBwodCCUEmf8j+c3zA+9367Tq5unq7InwUfTw+O781f7U/w7/JvyV+Yv0zvDO7tzsRO2z7/Py//f0/JgBAwaqBxcIdwf3BHsCRQDJ/Yv+o//XAZAGGAqWDQIRNRJ7En4R0A7kDFwKLgm8CIwJmgu/DWUQ5xECE0sSBhCcDeAJkwVxAgL/Gv0i/Jf7TPwX/dn9kv5Y/8P+Ef7b/HP60/cc9evxCu+C7FHqyOlY6Sjq3exW7wHyi/XA+PX5/PpR+rL4vvZC8yzxKe/M7Tzu/PD/84v4D/7vAqkI6QutDk4RlBHJETQS4xHSEpsTgRSBFk4XGxhAGOUXuRa/FEYT7xF2EZkQYxELEqYRchHgD08NfgkSBYEAd/zV+DH3rPa59yL5pvrC/KD8Ovy7+gD4X/XW8vDwTPDi8EPyofSc9kn4Uvku+UX4mfb99HvzP/Ot82P1nvdF+d/72PwG/Qj81/mD98r0HvPl8S3yKPP79Wn5wPx7ABMDpQXwBrgHrwdvBxQH1AYlB30HYgiTCd8KrAw0Dy4RjxM/FoIYOBqDGxEcgBudGY0W1BKSDnQJKAW8AYz+IP22/Nf8bP0j/nr9x/xm+jX3oPPo7pvrCOgV5n/lGebn5wXq+ez57p3wmfGD8dbxcvHk8ZvzI/Yw+pP+fgNzB/kKugx5DJYLqQh0BckCHwFFAW4D4QbzC0kRiRUXGZYawBkAF98SNw7vCTsG2QQ4BeEGjwpvDl8SwhQfFhAW2RP5EO0MkgnlBZQCJAHW/0v/g/8CAIsACgEiAR8BzAC9//n97Puz+Bb1zfGV7frqNOmh6P7p9Ox78ID0cfh/+ub78/oF+M/09vDx7d/sfO3d8Bv18foFAXAF/AhjCX0IOgY0AjH/lP0i/Qf/UAOjCL8OxRQIGQkcoxxTGn0XJRMfDo0KcQf9BeUFzQbmCPwKIwziDOoMvwo0CCMFnQH7/fP6//i79xz3Cvcr+Eb57fmf+pj7yft8+6L7cftE+/z6O/oo+qD5wfhu+Df4FPjz9075WPph/DD/HgGGBBgH9AjcCnULCAsjCh0IggWGA48BDQC7ANoBtQQHCQgNdREjFYoWhRanFFsPngpZBJf+n/v/+KD63P0VAiwITw0MERkS7hD+DAkHUgDo+Wj0zvFZ8dPyAPfq+hr/HQIfA5ICjABW/W/5SPYu9GDy6fLD8xn1XPew+PP58frF+8L7cP2U/rsANgS2BhwKiAxkDcEN2wz1CTwH8gNsAQwBEAEDA/4G6wr3DvoSshVJFowVpxJ/DlIKmwSuALf9lvsv/M/9uABXBN0H0gpfDOALbAmkBSP/nPj58mXtWuqb6abreu8/9Uf7IQE0BbcFhwXlAZD8ifdq8o7veu458F70TPrS/w8FAwpCCwwL1gj5BCIBZf1N+677Uf3ZACQGvQpfDz4SgRPsEoQQjQ01ChUHSQXPBFQFjAfeCsYNLhDDEsYSdRKTENkNbAvWB34FzgOOAq0BHAFAAQMBgQCqAHMAYACX/zP//v00+7r4hPQu8J/slugc5w7o9+jd7V/zcveA/ab/TQDa/0j7afde8z3v9u2n7n/xY/aX++UAcwVbCPkIJQkxCBMG2gTbBP8F/gfpCpsNTRBuEYMQXA/3CxIIQgV/As0BvAFEA6UFOwgXCssKpQoyCKUFqQHn/Vj63fdd9ij2//f6+KX79/yR/iYA7/95AAMAEQAAAI0B/gFDA1oFJQU+BgUGXQQ0A0cB3f6d/sn9Ov5OAHABTgOfBGkE/gL9ALz8yvhG9fvwY/DJ72TwWfQz94f64P2h/8cAGgH//zv/cP/o/yEB6gORBjYJfAuMDIYN4gycC9QK1goPCz4MXA5gEH0R9xG7EOANDwoVBJv/p/pD9+v1A/br9+/5yPyj/t7/f/6S/Lz5d/UJ83DwOu+I8Hzx0PMC9qb25Pbe9bvzefE38MPuyO9x8tT1tvqA/rEBgwRDBOgBXv92+z/4A/WX9Bb1uPaV+mv9PwJNBNIFSwcdBxsGvAWyBQ4FvQadBrEHsgi1B7IHNQbWBKkDYANGBOcFFQhwCogN0A0NDrMMTgnCBWIBmv3k+8H6Y/vj/pcB7QUaCcoK3AqzCCcE/f60+GDynO4/6wvspu5A8rL4G/4eAhwFcQQZAoj9cPdE8v3tJey+7OjwMPZn/Q8ElAjWC9EKhwiLA4n9Dfnn9Cv0B/bK+WAARgZSDH4QSRKSEZINEwrQA+z+r/vR+F/5QPoJ/ZQAkgOSBv4HIQlRCHQGAARkAMf8c/iA9Tvys/Be8PLwqfMA9pz59fye/gX/dP7D+/v3fPQe8ejufO7R7z3zyvcn/I0AQwRgBR0FhgSLAVr/P/3w+5P9yv3q/2ACKgPNA58DwQIQAWMAoP60/68AsgF1BfcGTQkTCuAJswh+BckCef+W/Iv7FPsj/Kb+BQHsAxAGjgaoBmkEswDo/Zr5CPfv9IH08fXj9ub5zftu/W/+Fv5U/qL9CvyL/Fz7qPoc+/f5dvmP+BP4e/dz+Pj5hPtz/8MBPARSB5kGBwckBVQBI/+N+6z5Lfla+sT8VAB8BGIHBwrACkoJBggPBfAA//4H/W37G/yz/AL+5P/H/2IAwAB//oD91PxH+037CPuE+7z8ZfzD/HH8PfpW+Tj3HPY+9v/1EPg++lP8/P2g/+b+p/2n+7L4+fb09J/02/X995P6Xf7vAMoCIgQgA7MC7gAl///+WP72/pkAJgLlA2YFNAZDBjIGAAYaBTcFfwU3BTUGhwU2BT4F+ALSAosCmwHYAjMDMwRhBdsEbgTFAkQArP1f+135svgp+Sz6o/wO//sAIwJUAhMBq/6g+7P4B/YR9Cv0jvXg97z6BP7mAF0CxgI/AqkAFf4n/Ob6qPlC+or7gv2ZAOYCIAWxBpoGEgYuBdMD1gI3AjcC9QJoA7UECAZKBXMFKwSjAk8Bpf9u/+n+3f/VABkCmAMPAw4C7gB5/iX85/pJ+uP6CPwu/WD/Zf9y/j79dfoF+LL1ufQz9aH3Ivqz/YUB5gFyAgkBdvwW+YX1LvKo8bPyZ/U0+ov+YALkBTIGCQVfAxn/yvtZ+d73gfnv+xIABQUcCVsM3A0xDR8Lcgi6BMYCiALLAjwGNgq2DgUT9hRNFdgTKxDBCuIFfAFI/kD9Uf51AO4DRQdHCdgKowkiBjgCtvy99p3yd++n7XDuoPCG8yT42/qo/Hr+D/0X+3H4IfVZ8izxMPE18/D2rvptAO4ErwfmCVsJbwdMBTwCrf9d/1D/gAEqBfQHIQxlDhkP6g7vDE4KbwdwBJgCbQIEAm8DYQUGB2cIxwhnCaYIPwfrBfUEBgN7AXAAwv5u/Q38HvzA+0b8Tv0f/1oBSALIA6QDdAJRAP78zfmn9n707vMy9fn3D/u6/oIB9wKlAuz/ovw++En0hfIR8lv0Nfih/C4BAwSGBZAE1AG//c/5YfcX9g34kvuFAO4GWQsXDwQRRw/uDLMJrwW5Ay4D9gPwB2kLDQ/EEtMT+hObEbMNRAoHBqICYAG/AGIBfQKGA5QERgQHA+sAs/3Z+kz4BfbM9Gj0GfXZ9g35c/ui/Rz/Qv8T/+39oPss+XP30/bx9pj4y/u4/xEDzwYyCFsJnAcKBJQCP/9J/ab9yv+bATIG7gn4C+oObg35CzEKTQaEBIIDvgP7BYYIugviDeIO7QzkCVcGKAE//j78QvyZ/o8BeQUACfQJ3wgdBtwAr/v29g3zRfKQ88722ftsAAcEtgUWBasCXP8h+y/4Efcg93H5zPyxABAEzgV4BtAFngJa/0n87PjA9zn36/fQ+qT8MP/rAfkCzQPEA6gDRQMfAzgDeQOVBDoF4QW/BnEGHwa+BcAEXgQnBG0EiQUiB8IIfQr4CzULBAqKB4ADQgC2/LX6JvvP/NX/1ARoCPYKgQxSCjIHbwKL/a35PPee9+P5nf3SAQ8GygjECUgJJwdqBOoBm/9B/mX+yf6U/7AAvQG5AZwBDAIBAocCqwNuBf0GuwfjCGkI0gYDBbUCEwHQ/xgA7gErBHAHiwqODIgNogwmC+QHWgTVAcX/zv7V/n0AEQIHBDwFoAVVBZMCaADA/kb8C/yu/D396P9HAUECDwN9AZr/Dv0m+lP4S/d/9/v4Ivug/Zr/QwFGATUASv5i+yj5K/d59nX3R/me+2D+EQFyArUC/wG0AAv/+f0a/if/LAHmA4gG/weDCcQI+QaBBTsCDAF6ADkBMwTABj0K7QyqDScNogvjB+EEIAJB/5b/hAARAlIFOAj8CU4LuwoJCVUG2wLu/y3+XP0M/Tj/hwEpA2wFcwaEBU0EcQHb/lP9t/on+3L8Ef7IABkD6ATEBOwDmAEo/7f8tPoG+6P7l/3yAOoDYQbHB4YHMQZhBKQBtP/w/mv+hv+4AegDZwZACG0IBQilBgUEdgIIAf//qABqAYADPAXNBmkI4Qd/B2EG2QNFAvX/WP7c/ZP9Wf5S/wwBrQGkAlwC5QF6AHH91Pvu+Ov2NPa/9Yr25PgP+tT71v1d/az9WvwF+rb40fbD9Xz2jPf2+NL7N/49AFMC2QImA+YCFAKqAQ0BYQDTAOkBRALHBHwG5AfYCfYJlQr8CL4GTgWHAlkB+gBMAZAD+wTqBrcIwghNCEIGJQQUAkj/tv7l/an9Af9o/ywA4gC1ACEAoACD/0D/6P8m/wwAmf/i/lz+LP3//GP8MP0P/qb/UQIHA2ME3QPlAcf/Ov1w+1T6PPtK/WYA2wNrBkIIRwg5BhoDsv9N/Hf6+/pz/AwAigPBBvEJJgoiCT8H3wMrATn/Pv5F/0AAWgJABXoGuwfBB0QGFAU0A/YBGgFJAKj///6T/gb+y/2O/Z/8gfya/Eb8Av1E/Nj6WPmV9/X1WPQp9LT0iPbT+av8i/+AAI7/8v2S+sP3JvXM9ED2T/lo/xgEzAgvC3sKEwkGBQ0Bt/1C/C/9iwDnBRUKXw49D80NSQt9BQEBcv1e+3T8Wv+XAwMIuwopC3EKxQabAW/9SPmI96P4ofqZ/scC6QToBucFSgMaAJr7oPij9lH2SPgg+6f+qwJoBOEEmAS6AV//f/zD+YP5o/lw+3f+KQJzBLYGXQi5B60GVATaAW3/mP5Z/hQAuwJZBcwIMArxCjsKmwdBBdMCvQAxAKkALgJlBJwGcgccCHIHUgWdA4YBl//Z/hP/QP8BANQAYAE6AWAAGP9n/Yj74/nF+A74yPdt+Nb4PPlE+qT5afnI+Ar3W/Zz9MDzzfPO8zD24fdw+t38bv4RABwA+f/8/gz+Pf02/Sv+AgA4AisEGAZFB+MHUAdaB1QGmQUIBb8EbgWeBXMG7gYSBxkH9gaqBsMG4AVlBnEGWgYVB5kGfQZCBSYE0wKqAXIA1/+Y/zz/uf/f/9QAgAB1AAIA//5Z/vr8ivxw++j65vrf+gn7q/uQ/In9mf74/xkB6AGZApcChQLtAbcBggHyAWIDHgUPB9YIXQoDCwsLnQrYCe4ISAh4CAoJxQn2CvwL+AvNC7wK5AikB1IGawVSBZAFFwalBrAG/AUuBdYC3gBq/yD9SPxB+9X6+vrz+qL6gvqh+Qv4l/Zp9Pvy7PGl8Snyl/Of9Az2ffdC94X3nfaD9Rf11fTG9cL38Pm4/Hz/FwHVAqsCIwIxAar/df+8/3IB0gOoBsgJzguXDMwMrwsCCtUIkQfDB/MIgAp7DM4N5g5sDmoNmwscCRgHAgWqBC8ERAX5BRMG8QaxBYUEcwI6AFP+ivwV/Pr7iPxM/fz9wv6c/ir+W/14/H773Prw+oP7f/y1/dX/+gBOAjwDXwMMBLsDWwNfAxYDDgNPBJMFAQcaCYIKCQxGDQMN4Ay2Cx0KDgklCCcI1AhXCvYLjw2ADvAO/g1HDPEJZAfgBfUDZgOdA+EDJQVlBX8FpwRJAj4A3/w++pf3fvXp9Cn0zvRc9eP1b/bE9Q/11/Nd8ozxsPDf8CDxAvJF80n0xfW19t/32/jT+b/6ivtx/DL9av52/5YA3wHDAq8ELQbNB6kJgwq9CxcM0AviC1kLEQs2C3oL7AufDGMNrg2mDRwNMgz7CqsJMAhWB3MGxwXTBVUFFAV5BHwD7wKdAWkAWP8T/jf9CfyC+/T61fr++vn6PPv9+gL7tvpB+pb5Dvko+R/58/n2+kL8Cf75/kUA7wB4ADMAQv+r/jz/ov+AAYsDogUOCOcIpQkQCSsIHAc8BqwGTQdRCWoLeQ1iD9cPiw/yDSYMEgp3CDYIKAgzCYcKWAuWC9gKBQnzBlIEkQH//5P+A/5h/mf+qP41/sb8N/sR+eP2JvW78//yL/O083v0QvWU9bj1bPXO9Fr0u/PO8zz0KfWp9jL4qPnh+hH82fyV/Rf+qv4Z/9L/sgChAcgC6wMfBWYGRQcVCNwI8wheCR0JTgkjCSMJkgl4CSsKfQrVCg8L8AqSCvgJQglcCGwHqQbgBa0FiQVNBUoF0gRbBJkDlgJjATwADP8Q/qv9O/1F/Wn9Vf08/f38ePzn+zL7kvpB+gv6ovp6+0D8Ov3D/Sn+R/4q/j3+cP7E/qP/wQD0AWYDWAR7Bc4FBQZRBiAGSQaHBhIHkQdLCOEIWAnECfQJpwlVCdwI/gedB+AGcgY6BsoFuQWEBSYFlgTLA94CuwF+AGT/gP69/Tv99/y5/Hb8Rvza+2D7qvr1+VH5gvgD+Fv3Pfdb93H32vdO+Kj49vg1+R/5MfkM+e74HvlB+eH5jfpi+078Fv0V/nr+6P4d/yz/lf/9/6EAfgFvAlIDNQShBM0E1wToBOgEyAQzBY4FQwbeBjcHlgeOB2kHBwdkBvYFmgUOBR8FFgUDBQwF1gSEBAYEigMRA4gCAgLDAZUBcgFjAT4BHQH6ALsAbwA/ACwAEQA1AGYAuAAqAWcBxwHqAeIBCwLeAfsBGAJLAsACGQOEA8oDGwRGBGAElwS8BOoE+wQCBSUFGQUVBREF1AS6BLUEjASdBFIEIgTQA0QD1AIVAqYBNwGYABAArf8z/8r+H/6b/Sz9b/zg+0L70vpT+s/5kfkh+c/4kvgy+O73qPdS9xv3Hfc39073hPfJ9/f3Gfge+Cv4LPg5+Hj4ovgh+b35X/oo+9j7k/wQ/YP90P38/Sj+eP7i/nf/TQA3ARcC9AKiAwcEPQQMBPYD4gOzA+IDNQScBBYFeAXYBfEFxQU/BYsE8wNlA/kCswLPAtsC9AIEA88CiwIwAo4B4gCOACQA4v///w8ARgBHAC4ALgD0/7X/cv9a/3H/lv+1/yQAhACtAPIAMQFWAVgBZQGeAeQBMgKbAvYCaQO2A+gDJgQxBEMEOAQsBCQELgQmBCIEKwT9A84DngNOA9cCaALyAWkB6QBQANn/Vv/K/kP+rP0X/VP8q/v9+kr6vvkz+aP4E/id9xf3tPZb9vn1w/V99WT1UfUs9TD1FfUW9S31Q/Vd9WX1wvUr9o/2B/ef9xz4hfgA+Yr5EvqN+jn71vuV/E79AP7J/oL/+f+WADABeQHSAUUCrQIPA3YDyQMmBF4EpQTLBK4EkQRnBCYE6QPFA54DgQNVAxwD9AK/AnsCGgKqAR0BgwAjAN7/kv9q/zb/Iv8F/8f+wP50/hf+7v3J/cj92P3Y/R3+ef6n/gn/dv+h/9j/GABNAKEAywA0AaQBFQKjAiMDiAPeA2IEwAT5BBIFPQVwBbAFrwXRBQsGEgYiBhIG/wXDBWYF7gR9BAIEiAMOA5ICLAK8ASMBgwDZ/wL/P/6R/cD8IPyb+wL7cfrh+Vv50/gn+Hf3/vaf9i726fWz9aT1tvWo9a71l/V59Xz1rPXx9V/2yfY599D3bfgG+YX5APqS+kT7yPtJ/Nj8lv1f/gT/wv9zAPkAlAEjAocC1wJLA6UDyAMABBUEMQQzBFAEYQRGBDwEFgTnA4UDKgPWAn0CMQLOAYIBHQGyAGIA9P+W/yr/sv4+/tf9Wf0a/eD8j/x8/E78Mvw6/C/8K/xA/En8cvyP/MH86fwv/Xv9xf0q/oj+/f48/8//KQCZABgBgwHfAR4CoAIDA1cDuQMQBDUEeQSoBOoEDwUVBRcF/wTtBOME1ASABHIELAThA6cDMgOxAiICvQE3AZMAHgCL/wP/dv7a/U/9v/w5/Ir7+/ps+tv5d/kN+Y/4LvjA94H3VPca9/v25fbm9s722/YW9y33ZfeV99f3RPiW+Bj5i/kT+pL6EPun+zj8vfw2/dz9aP7d/kr/of8/AJwA5gBYAaIB5QE7AnEClALIAtYCEQMDAxMDMgMGA+4CtgKFAk8CGQL8AbsBcgFYARABvQBpAAIAtf9X//n+iP4a/tH9bv02/fL8qPyg/FH8JfwA/K77mPts+zT7TPtZ+1b7jfue+5f7zfv2+wf8Ufyp/Mv8H/2R/ej9L/6W/tv+Nf+j//T/RgCSAO0AJgFvAZ8B0wELAjACbAJ0AnMCdQJ0AmUCQQIgAgcC3gGDAUkBLgHzAJIARADa/2X/MP/C/kz++/2C/Sr94fx0/BP8wfti+/n6pfp2+ij66fm7+Wz5UflF+RX56vjS+M34ufjL+Nb4v/jv+DH5R/ls+b/5Avo6+mn6ufoU+1L7rvsI/Fr8xfwa/W/9xf33/WD+jP7G/iz/bP98/7z/3P/1/zAATgB5AGUAagB7AHgAZgBxAF4AOQAvAPn/7f/G/57/pf9u/17/FP/X/rn+gv5d/jb+CP64/Zn9jf1k/TP9Kv0U/fj86Pzu/O/8z/zr/Pf8/vwk/Sb9Qf1u/Yj9s/3K/e79Lv5Y/o3+qv7N/g//KP9Y/4D/sv/T/+b/EQA8AFgAbQCTAJMArQC9ALMApwCkAKEAjwCLAIMAYwAwABUA4/+0/5T/W/8b//D+tf5r/kP+Ff7V/bD9df0r/Qb9wfyg/Gj8KfwB/M77mftz+2f7M/ss+wT7DPsO+/v6A/sP+y77KvtJ+2X7g/un+7f78PsF/Cf8b/yc/M/8Bf0t/Vv9r/3f/QT+Qf5q/qP+5v4O/zD/Xf+Z/7X/1v/8/xUAQQBJAGwAjQCJAKcAsgDDAMQAvgDFAMcAvgC+AMIAuQC1AJsAjgB7AHMAXQBWAFUAOwAzADEAMQAtABYACAAJAPX//v/5/+f/6//v//j/9f8JAAgACAAQACQAJgAjADoAUABTAFsAYwB0AHsAcwCCAJIAiwCAAJ8AogCtAJkAoQCxAIsAjwCDAHQAYAA/AD8ALAAYAPH/2f/R/6z/i/9u/1H/Iv8C/+P+wf6K/nT+Wv40/hH+5v3X/az9jP1k/Ur9M/3//P783fzH/Ln8pfys/ID8g/x5/G78e/xk/Hz8avxr/ID8hPyf/Kf8t/zG/OH88Pz+/Bf9Nv1H/Wf9dP2I/bP9y/3w/RL+Lf5K/nD+mP62/tb+6/4S/yb/Rv9y/2//nf+P/6//yv/U//f/9v8LAAkAGAApACkAMgBCADUASwBcAFkAZQBjAFMAYwBoAEoAWQBQAEMAMAAwACIAKwArAA8AJAACAAgA9v/n/+X/3f/j/83/w/+q/57/nv+S/37/Zv9k/1v/SP9D/zL/Jf8Y/xb/CP8J/+P+zf7V/sH+of6O/pH+if6H/mH+T/48/jf+EP4N/g7+6v3p/eL97/3h/dn9z/3V/bn9q/2i/ZP9kP2U/ZD9mf2K/YD9mf1r/WP9av17/Yv9ef1L/WH9XP1S/Wf9UP1x/VX9ZP1t/W/9b/1V/XL9cf11/W39fP18/YH9gv2J/ZP9of2T/aP9r/2W/bL9rv3E/cf91/3U/dn9z/3n/fH97P3y/dH97/3Q/Qb+9f0D/iv+H/4j/iL+P/41/kv+NP5Y/mX+Wf5T/ln+ff5p/nX+aP5y/mz+av55/l7+fP5n/l3+Uv56/kP+TP5f/iT+TP41/j/+Bv4U/jb+If4g/g/++P3v/fb9+v0P/vj9//3p/dj93P20/bn9rf2q/ZH9tP20/WL9tv2s/Zj9hf2J/Wr9X/2I/UP9V/1H/Qr9Ov0v/T39OP0b/R79I/0V/c/85vzn/PD89/zl/Mf89vzY/P38Af3+/Ob88/wd/fb8HP32/Fn9/PwL/RH9Mv3s/Av9Xf0D/Tr9FP1p/Tz9SP1P/Vb9NP0l/W/9Vv1E/V/9dv1P/Yn9Xf1k/Xr9ZP2N/YL9zP2d/Zv9tf2Z/fz99P0I/ub9Av4s/h7+Ev7+/UP+i/7k/rP+yP6K/k/+ov6V/pD+vv7O/uP+jv6f/tr+xP70/sj+pf5o/p/+tv7u/qj+dv46/jH+pv51/uD+lP6I/q/+Sf6l/o/+R/5o/kf+p/5d/oX+rf40/p3+Yv42/kX+Z/5d/jT+gv5T/tz9I/6r/bD9+v3d/ef90v0K/vr9AP7S/Qz+/v0w/h7+nv7o/sv+HP/B/t3+r/7h/sn+Dv9u/57/FwD2//H/5P96/+3/AgDo/zgA6v///z4A4/+5/woA9v8DAMH/QgAKAF8AgwCE/8v/AAAzADgA3f9w/0r/nP+m//H/HgAf/23/Yf/E/y7/cv/V/yP/Ef/C/pH/7v+2/3z/zv57/jn/o/4o/4P+uv6A/3H/bP/R/qD+7/7I/7//e/89/17/G/8YANn/ZQC2ANb/QgDOAI7/zf+LAAEAtAA1ALgAl//i/20Auf/v/9b/WQDz/2gArwBlAFsAAQACAPL/8v/5/77/zP82/8P/JQC0/9r/ef/NABr/i/5c/0v/CP8D/2YAIP/K/5H/QwAxAIP/8/9U/3j/0v8TAF8AUgCv/8QAjv8WAKgAaAAmARwAlgBt/0L/Xf8AAAYBsQCMADz/kwAMAP//wv81ANoAiQCLAc7/PgB9/g4AjwDK/4IAQf9RAJD+G/9R/4r/mf8J/1gAo/9K/y0Aif+0/9T/sf/0/vX+S//5/hsAnP8lAHP/LACnAP3/+/+x/2kAAABz/2b/hgCF//L/MgAe/+v+W/9AAH3/MAC1/nL+8/7w/vn/J//P/x4AQf+y//r+nAAqAKIAJgHr/hgAAf+6//P/Uv9BAFcANACKAIQA0f+r/ggAJADjAAUCwwEDAsn/KwD8/k//1//8/zAB6P+WAJYATwCHAKsA6P9Y/9z/hP9TANz/l/+6/28ASwA8AVAAEf+u/5b/NgEs/8z/z/9b/o8An/4r/97/0v5sAPD+hv9N/xcAPADb/g0APP+8/l7+c/7E/t//vwAc/9f/FP+B/pP+gv6rAPD+Rf9w/jj9W/+w/mT+ZP+v/cD/jgDx/1wAo/5l/xT+vf6c/Ab+Iv6+/rX/df4uASr8q/+SAA/9lf7p/Z790f2w/+oAXQA7/hX9NgFf//L9If3A/Aj/a/1W/6j+1P+3/X39/v95AIj/Yf3S/QH+Nv7+/pv9Pv4D/7b9c/62/yb/MP1d/1P9vf7D/or+if1j/+b+Yvx9/zz9rP64/Af+u/7Z/kb+NQCG/ln98f9U/HD+Nv3D/xX+xP+v/jn87f+D/cr+WP6Z/Yb9Uf4i/XH/O/57/538xv7d/un5WADi+xf/kf+1/If9Hv0p/jgAkv0R/Z//avye/pT+9vxf/qP+Zf8u/o/+fv5A/7z9PP33/9n8Ff8b/c/+G/4P/e3+q/7c/3H9nfz7+/j/Uv/1/e/9if3V/Z7+gv7r/OL9Evwu/yv++P2ZAHn8V//X/Ez8n/4L/47/WP41/Sf+KP/k/TT+Cfxy/l38uv+7/z78Uv+u/c79Dv6Y/gn+gf4D/239rP4c/fD8Qf+0/Rn/w/64/738Rf9F/NX9kgAO/IUANf6Q/w7/DAE+/ev/RP2P/RL/xf2WADL+CAFT/vgAqP6PAEb9E/8P/Wb+D/6Z/Y/+1gBJA7T84wPD/LD/Dv5q/9z9l/5WANn8hwFW/VL/C/9s/sz+Gv8P/9z++/zb/nT/of0nAC//Xf4R/3r9K//j/cn9bf81ASz/Zv0L/gb/Uv4E/nYBJ/4C/yEAbf5S/5T9k/1///n9DQGS/QAA2/7S/Q4Ay/0lAG/9Xv+y/QkAOv40APL/RfzUAPX9SP/u/lL+BP5p/5EBP/4K/1T97P0H/7/+TwD6/Zj/uP+d/iYAB/5d/v7+kf8IAAn+4P90/Uf/RQEs/wUAov+C/9f/d/5dAKz+xv75//4AawCX/yAA4PzxAVj/GQCV/0D/OgCUAFAA0f8KAUb+EgEr//r/sv5p/2oB5ACq/9X95ACK/xsBbv+8//3+BP50Aar+9v8fADD/FAEqAAgBN/8C/oEBNv/T/7j/TgD6/pz/IQLw/r7/3f6k/yMA6v5hAL0AsP9DAdEAmf9I/yj+qQB2/wYA8v66/9IAPf/FAUv+gv/+/gUAw/+r/kD/MP4n/2n/JQIM/qD/GwBlADv/3f4FAOP9tQAN/8UBovyQ/3AAWv6vAKD/UQAK/qUAnP4m/3D/r/9AANIAyAEmANb94AEp/8gAt/8o/2sAof32ALj/xgHP/2D/J//eAGX/BABGARsAaf9V/14ArP5j/lkBXwBO/lsBPwEx/Xn/Gv/+/lQAH//+AeX8af8eAXX+igJg/W/+JgIP/vkBpP4C/8H+Bv9xALP8yAA+/t/9jQIR/+7/j/8W/44A/v0nAG38I/9h/p8Ak/+GAP0CXf5uASD+uv5r/QD/qP67/pD/LP+/ARH+jwCRAAf91f7r/Jz+BQJoAVMAKf8sABX/SPzo/2L+WgBcANT+IgEx/eIAvPwmAOj/8v24AMn/DAB6/kYAhf72AMb9R/23/yH/D/8O/3L8Vf0j/5EBagDC/Sn/Bf06AlIADf6q/Uz95/1b/2H+DQCE/2r+rf8f/9j+SP5oAan8BP4r/pr9vP4f/2H90P/M/br9aQHM/2X8qf4tAE/7FAD4/j/+bv5vAQj+K//o+xL9Vf8//TEAL/5m/3T++f6g/BD+O/u//zD+rf1T/Kj8u/7d/wX/NP0UApb8zgHa+h//z/3u/IP/Bv1I/h78XQDb+ugA1vzu/6n9tP7VAa36gf6b+6z+N/s0AWz9r/y1/xn9BAJl+6D9Kv0y+//8CP4a/kz8sf+h/9D9Cv8o/ZD+E/xX/fL8mPw4/+n67f4y/1D/a/9d/Wb8xP1a/s39M/7C/Pj96/4Y/0T+Hv71+8b9yv8H/A/9Xf5t+93+gf07/XcAdv1S/qf88v5J+678r/1F/XL/UP7UAEb7G/9Q/J7/CP6V/WwAo/rz/xT9qf+O/pb7oADuAaH9sP9z//X78PzT/X/9Of38/A8A0PxM/lT+afxL/wr9TP++/1AB2PzqAdz60v1a/Q/9PP4m/FMBaPspAr/8Vf8B/gIAqf3L/RoBSv7A/sD9Xf/s/IkBJP4c/9P8lv7j/FP9ZP/G/NH/+Pv7AGj/df0WABr8kv68/Hf8Nf4R/of/PP5XALD98/3J/Vr/2f/H/dL9pv5G/cz96/7H/uz/nP9c/qT+X/8K+1sByfzF/3P+dv9i/db6/gDy+9oAgf2AAaT/cf7G+9b+0f7s/TgAOP0ZAR38e/3mAI/+3P3r/pP+7QBA/Vv/l/0h/AH/kv52Ae38/P17/RH9zAKF/dAAZP2M+5//5fslAAX/+P6j/9X+/P6g/mT/d/6j/LH/nwDN/lj/sP9q/3r9tP1IAkP/dQAX//7/W/9I/qP/5f3GAFL98QDcAPP/l/+G/4T/Fv2j/lr/a//U/cL9Uf7r/tz/Uv5jAGv/sQCn+8D7/gAI/+j+vP0vAcf8q/yP/h3/4v73/fT9vv/G/7n/dv66/XkABfz7/Jr8bv+KATT+tABQAL7+DQBs/GgBQ/4j+0r/Xv5JAPb9XgP4/hv+av3R/3z+D/10AVT+//9Z/QwBVP4h/0//2v6l/24AQf/s/gr/C/3W/b78WgFqAMgAhf44/9r+7P0oAE7+vf5h/RgAxv85/l3+Mv+F/rj+EAGmAH//T/5l/pP+Z/8iAN//7/0U/g/+3P3S/xMB+wCRAE3+BP4v/cz9Uv3P/zYBkf+IASIAUPtOAY3+av6GAfb7JwBU+/H/o/5zAOT/wP0H/4z8cf8p/h//CwAG/uz9yAG1+wX/7P+5/gwAGv/k//f+bP4dAM39TP6ZAMX9BAAG/5b/+vs6/qMAufvE/07+P/wR/1H+qAGd/BgAIAD8/pQAeP3TACf6EwEV/Gr9x//M+zMCsvzzACr+PP6I//L8vf97/WsBKP+x/dr+Uf+W/L79rf+9/KL9xP7CAHn8gwB+/CEAvvvM/sQBKPshAXn9of9C/A3+4/58/gAAHgCk/gT+WPxk/db8kP7B/+T+F/4d+9AAOf1O/3MAtvs3/07/Y//i/vb92vpm/8L+y//y/3n65gMf+pf9LgAr+7/+XQDTANf+X/9Q/Wn9E/3M/X38KgF1/Yb9YwCb/Wf8Ff8D/7j9OP82/t38ZPxzAMn9OQDw/kP+GAGp/dz86P0x/cD7iQAl/Ur9XQB2/hMA6v67/2gBDv6z/u38JPoNAl387P8T/Zv9z/7M/f0ByvtMALj+Dv92/Xb+P/zN/TUAc/7//tT85v4YAAv9lgAA/Xz9g/55/NcAZP21/WX/BQF7/uj9S/3c/l7+RABNAGb9pwBt/tT+aP9F/Sf7RQAQ/mz+lQCC+74AQf47/i4AXgA//QUB4/99/Z/+ufx1/WH+BABB/hwAnP3U/d/+dwGK/kr/Tv55/7H+iwFZ/Rv+Rf6F/asCuv2wAQ/8fgGs+4sAIf3z/tD/K/7CAMT7wQQJ+0ECD/3O/eX/Wf17ASf86v+2/3v+Pv/w/gj+mv80/t8BnP2KAQMAS/3JAGH7cQCG/IEB4P2JAEH+9gAS/0oAqwJo++0DqvjvA0f7af9rAJj9FgPk/KQCLf3TAA78Vf7M/xX/qQD8APL+yP7eAEv9x/63/3T9yQAKAMz/WwA6/7EAaf9Y/+n9RgDH/mkCa/4xAif/1v7H/kgAVQJH/mYCef1uAgD+RAISAf/+Ff9AAVABy/9DAFf/gP9e/mD/3gBt/8/+IALv/4cC//6mAvj9H/55AQz+cgHCAMr+qgJv/ZoBbv86/6cCzvtgBKf8fQHM/uX/IwGm/MQDnf3TAe4Brv6/AXj/hwAaAGT/sgKc/rj+0f92AIP/PgEGAg8BQv9CAFIAxP/y/5j/SwE5/QcDKv4iAH7/dgAaAYX/RQLC/nUBGP1QATUAF//x/7sAdAJ3/hQADQDw/5//tP9HAAAAnP88/47/xP4SAVj+TgH5/zUArAEC/e0BjP6vASMB3gC1ASoAPAMv/08AUwDe/+gA3AAE/2oA0/0LAP8BcwDmAQT/e//Z/cb//QKBAP3+Uf+p/agBWf48AlcABQEiALT+BgR5/ywDI/2d/0UAtwDt/j//bACk/zn+d/8aARH/rQHk/6wCCP+KAEP9df5gAWT/DQPQ/SYAowD2/PkDMf24AK4A5v30ASD+YgXS/Rr/4wBnAVIAfP5mA0AAIv6EAcX98gCJAaX+WALy/GoDd/uzAgn/4f+7Ajf8xQGD/n8CSv8PA//+Zf/RABT/FAOJ/rj/PQIo/0oBLQCv/oX+P/8V/gYBaAE4AYsBAfzmAer+Df/D/3L+ov6H/gf/7ACYAOb85wL6/5X/Rf9fAnH+fPttAY/8SQLT/YsAzAG2/T8DGP8hAH7/a/98AQj/1QBo/mj+qACS/9kDYQFRAMD9OwGa/9EBCgBzAbH/kfvyAZ35WQLb+ncBCAEw//cAoQA9A8D+WQBC/o4BwwA8Aff9oQHi/N0AYPskAnD8HP8x/7P8wALU+QwDQ/0rAp/8igHs/vj9mwFQ+9QBWf3q/wX/bAL5/5v+nf8I/p4AsvtXANz67v4MAKsDxgDwABP9Sv52ARz8NwQ1+/ICBv4kA+/9RPrLAkX95//U/pf+oP2kARr/WP/H+9H7if9kAFoCNP6KAtf+G/44Anr9U/1H/SX8QP3C/5YAeAAjAOb9rQB7/J3/zwGY+18Ck/tl/4P9pQCm/d37y/+/+ib/T/29/l77+f/0+/8ALwB6/tj+SPwg+j7+3/5W/00DKvtOAUH7fv8a/oX76/9b/EUDzABk/Yj7Lfzq+xn+6v47/8UA6Px+AI/7PP0Y+k/9KADI/1b9FADW/Xv9CP6G++T/lvqlAHj7EwDz+xn+ivwc/gUAYPrQAar8OP5U+4z+IAFC/HMBsP1XAMn+lf87An/7v/82+Sf+SPgKAE7+w/2UAoj5MQBO+fIA9PslAZ//H/1a/jv7vf44/pj+Lv9u/Z/+Iv3n+WEAPPmmBLAAxf8w/378b/+5/Zv+cQGx/tD8u/5F+6AAFftKAHH+JAGB/WD+fP+o+UAANf5ZAO//Sv7S/K/9Gf3l/G/+2/t//Fb9+/3A/Tv+MQA3/dT9kP+r/nv/Mf+C/yv+Nfow/7n7Dfsm/8P9wv0L/2cBLfqp/oX/eP5v//f71/0C+1v9rvqx/A3/Yf1gAOT+9f6p/NwAEgDh/QAAq/51/Z/+QwCp/UQCd/7Y/if/u/0M/5P8+/7D/F7+NvzT/eX+4/yH/uP9Vv7L/jr+P/8SAr3+v/1//AL/Av/T+9UArf8x/V77YPzA/fL+RP7a/hf/PvtY/bX+nf2zAAkA9P0n/Vr7AAAA/mP9Jf7W/kT/3P2M/lYA1/5fAKz+8/yc/6T+eQOq+S7+K/6c/Z0BV/x5BHD7lfyb/+L7///c+xgBDQGR/eb+NvwuAfr+1P4NAQ7/jv8F/TX76QGP+8L71v97+5T8P/1JAiv71/4k/T4BSP/z/nwDHv6Q/2T/+f5b/fMAGwAb/ln7HgEX/un/kfygAWX/Hv02AsD7TgMG/vD+sf80AEP/MP02AD/+g/5X/nX9lAB3/hb/J/56/EYATP7j/acAVf+8/c0Aof1kAG79X/z8AFMBcgIv/IT/9f5I/aT95/vO/mb9BwAD/c7+QgHC/QgDAwBuAFgCgwGW/1n8IgJp/oH+nf84AJX+k/7z/34B1wEnALABkvneAk7/d/9KAZAAXP2T+2sCpfyrAXn8d/9f/uP/hf8m/hAAGf6B/MEAa/4S/hID5PsSBRz9UP9O/cL/8/3I+y4A9fwrAjD+Fvt0/3IBX/2WA8b+4gEUALv9OwJ4/gUCDQB1/ScCRf7P/eYACv1r/MX9av+H/vP+RgLpAH8AmP/yAPYCrP6W/7QBzf//Aav/8QAN/3f9kQNG/TEEyf3t/cUDXvviAE3+S/4KAVf+NQPDARH9LAEl/9wA9/8j/1wBZwBzAK39gQJBAQIDfgEuAm0Ejv3M/xH+vwF2/h3+HwKm/jIAyAD0AoIB9f2eA3j+aAH9/hUAsAKu/BgEJfyzArf9lQJfAeD6igGIAKkBYv7WAYL8XwAgAp4D1QLz/P0AaQLpAYUFZAFh/1QDyP8cASIAxf6I/xT+7/9K/1YEjP2L/94C5v7RAQb/swG1/pED1/4MAg78OvwkAnP9GAVn/b4C//6+/0wFPv+nAg384P7DApIAHQM8AAgAqf55A7/+6f2f/9f9nQOVAPQGCgO1ADADe/8IAhn9PwMtAkv9UwSr/b0Cm/+A/+sCTPv8AAcB2QKlAMUA0AIHAiT/8f8O/nb8FwA//8b+UgGUAVwBvQg3/hkA2f7Y/ucGhP2RAWABeP6a/zr9lQCE/4L9vgBeBBj8JAKx/6H9mAZv+aEDgQBdADj99/5HATf+XQKlAQQDCQB2AXv8VAYD+jEEQ/9b+0QEAvplBZn+nAEBAJj+Qf9NAMwA4v0TAW/+RQNbA1YA/wAA//sAVf1pAHn+CvnPAA39y/6oAqD9WAIUBU8ANwMRAS788f7nAn7+6QDl/yf5swRv/9sBewPr/EgCDf/r/l/9zwC2/lr9ev4MACP/+f0GBBn+Df+B/0MAEP5DAYUC2v26/ssBwwNM/W8Cd//N/z7/SQPo/9L7D/8h+ysBMgE7/uL72wK6+sL+DwLCAh4DAgK+/wYBgwBp/68CivynAQj5AwBo/V78AP92AagAmQJYAmH/8f2FANgAsAFnAnz76wKk+fIAoQCs/48CFPzQAKQAc/zJAHoA9/y6AZH7QwGq/5YA/wL99RsCU/xhA58AMv6vAmD6nAGo+/QA1fw3/sAApfxxAQIAHv/c/X8BlQBu/WYB6AMr/83/pf1b+sIAsvgNAtQAbQA7AH76lQG4/SYB8f37/yUCy/33/kD+pvsxA/L5NwQV/SP/LAjP+GoFevkJ/378X/7J/xb+7P6T/ZoBr/wBAFsAJQBO/zAB7/0cABv6SP2GAZX7yvxa/Yv6uP8m/YcC5QEx/zT+lfy5Alv9dwOP/2wAlf6G/tH+cf7j/x79U/0H+jP+Lv75+bQBCPtt/xb/qv27BYj9vwIW/iYClv2t/nT+H/7T/vD8JQPc/I78ffshAWb7gf5cAMj+eP43/nYBPwDFA6b7IgAH/jj8nP/nAUr9N/29/FD7DgCL/nEDf/2/AhL+zwEI+kj8FQD++34AQvz8/Nv9ZAJH+8UBm/2i/8f9sANjAHL7WANk/rH/Uv2V/Sr+Sv6B/TQBbP5Y/N76NfyF+zX+BQDX//4AWPyo/C7+OPwz+nL/Lv/2Ae79efuV/7v5TwHX/wn+PwKP/BX/Hf5I/V7/OPye/x0AiPz1/u/7UP7N/679H/2L/+wA1/1J/S3/+/2N+Qv+2v51/5T+J/45/y4Apf9bAP7+4v5p/r/73//u/doAHvmH/ED+ef6s/okAuAHY+WABofsK/7P8aAKJ/NT9owCt+mf+y/rAAIL6TQNL/XL9dP7B+ssE9PtV/4L+L/yy/7b9IwQ6+8z8yP8J//z/Hv1TADj8Nv3d/kQB2AE7/0X+TP3V+0cCFvwv/wD/IP+7/YX8egT1+af/8f8YANT9A/2JAvD9HgFV+z3/jgRH+SwAUvzt+/f64/kpAkQAhgIP/x/+8PpM+ij7mf5NAk3+pwE0/wb/OgGV/HABvfxy/az/VwONATn7Bv71/ND/5vu2ASIAu/41/ZIAMgOF/GYAEf++/6P5SgH2/dz5mwDkAJsEsvyb/y8BIP/7/ZgAvf4//Gj/7P2qAUr70P1PAB39bAETAaAAxvzY/9b9vP8o/2X+gP1iAIv+zvzDAen9wQKE+8z/f/vp/uwA7P2WAikBIQHH/xf/ufyWAMr76fyQAl7/VP8r/3f83/9x/tEE9P9Z/1T7B/9H/bH8DAVU+s0Bd/5G/zf8Hv6AAA39pf/U/wsEEwJiAL0BhgC3AHD6mf7D/sr7G//F/HwE+wAbBdEBzv4QADX8mv8b/C8Bvv7V/SL+/P7rAuL8u//g/wv7/vpUA+4Avf/f/0j/B/1R/AIG/fk6AiICHf2A/dT92f+9+HMDu/y8AQ3+B/8CAPf7dQE6AH0AgQBuAzP+0AGAA+UABP1HBJH4zQLY/qX+QQTJ+koF+vfLBOX+Kv71AwH7N/8j/xX8tv+k/qX///6r/K4DfgBiBKEAK/3xArv/Qv1q/n//LP/HAmn8oP4bA575AAaK/ez8XQD4+0sA1PpBAlMBcf+GAvD+EALj+9sDigGK/YkCNvm3BWf/jAC7AbD95wBnAGv99f+2/sz/eAZV/IgFKAGi/y4FgwJXAscAfgA9/k7/MAGy/S78M//k/ZMCv/8pAcIFdAI8AtP9qQFV/rEA1QG6/bYBxP3kBGP8VgPYAVX6NgOh/LcAu/1e/nkAtAJN/+T/FwRtALIBDwAIAwz8gQFD/VD61P/Y/cQAygFTAy3//wPu/ccD6furAcT+HwCgBBr+2wLB+5gD8fx3BGoA3wFy/P0BoP7d/9EFXvq7AhX+QQEyA6UA8f9CA0oAXv7RAdMB4PZUCGX4BgE0AhT6SweO924Flv0lApUEWv7x/0AAIPxEB/T9tQbu/4f+9gKQ9UAEjPgh/hEAxv7Q+fAFMf3N/lgDjfuuB0H+3wTJ/Pb/fQOc+pkEt/0rAG8AbPw2BqL8zwKqBfv6LQIB/ncDjvr8AY0AhP4ABRf+vQCS/CMCnf6Z/VUAr/9V/q8BPf3tCPz0xwLrAi/1+whG+q8CYv46/qj9J/8L/uj/y/6GAZcEZAFaA3f9AQQL/7EBgvzJAlr+2fyiBvP1fANl+kj9OgTO+0YF9gF3ANT8uQF4+xT/eP+M+0z+hALk/tX/TAXF+t4GcPz2Aif+p/1T/FX7+ADd/ToF5/++/fz9ugG/+Kr+Zf5fA7v7wADxAt36nwBeAHT8e/9qASP8DAJWAr4BXv5BAw7+YP14AST/SwBI/O38T/1MA9/8rgJPAYj+jAQZ+NkFCPndAMb/uPtfAMT60gVv+QkEAv1qBF790/ymCLv1TAep/GgAVAH3+437lv5wAE70Swi//LL+FgGW/Zz+BPo7A5UAdwMU/5AAZ/9B/o/+dvk/BfD5PgJQ/xj9zAPY+tMD3vj9/xIAc//oAP38RP8UANb9vP1A/ff8m/9rAE780P+H/cUBDf6I/FYEfPwF/an5XAJl/BL/5//X/ikAu/zgAKr/+P2yA278hwJC+o/+VgDc+LQBgvyWAV75FP+pAgP/Tv5QAL78K/9q/FgAc/ub/J3/TgBIBG4AFgWr+y0CK/08/9X9e/uHAZL9Wf0h/sEBjPzh/RwA/P9W/hv/nv0J/CsBn/sxAv78VgCEA6T5bgKe+Jn/f/jg/wUFV/tKAeL9JP4G+k/+ivogAUP9dwEf+mYCMQNW+2AC/fmIAWT5bAHC/e4E1vnoAK0BI/33Arb3UwUT/C773v7J/wz6gwE//SABN/4H/eb+DPomAuX7Wv8C/ib7awKp++wD+Psc+ZACl/mPAqT76QAl+/35AgCYAE38BQNV/pv+VABlAAf8p/ngAZz5tv8a++AD2PrqAXcAlPyy/iD+WPxC/uwBXPiN/uf/6wGRBKr+Qv7mA6j3ugQ3+YD+O/05+24E2/PvApz5JQC4/U3+4gID/jYA1P90//j9Hf9d+jECfP9YALL6egBE+PUAQ/4z+kcC1vbABon6vQLC/bn+C/1M/UgCgfwcAfH6mgK1+bP+o/3w/WoAffpa+lgD6ADDAAL+b/tH/0L8TwI0/QH/RPwr/0D9Wv7y/lL79f7q/5r6AACF/nn+jQIV/jsCyv2i/kX++f/G+8L+TPhQ/3H/cP67AU38AAWB9woEAfth++r+Y/ndAt37CwCe/YUAugCVAXf9ef/8+tb6//43AMICd/qm/j/7WPyA/7sAfft8Ai76Rf5t/mX7LwEE+2kEg/tKAhD7qv0N/QH/p/3j/OT+TftDAqf9qP+2AVf+BQOY/nn49QE2+5EDTPogADD/iv01AK3+PgGz+WgD1PymAOMAjfokAGz8XQBq/rQAWAPG/Dj+DPsH/jIAM/6U/2v+V/u/AyX9fgBV/WwCngAH+fwB8f2YATr+DwA0/ar9yv1H/Gv8rgHzA8kBfgP1/nf9O/6AAIz9DgBDAG79Ffy6+3QAif0LA5/9lgF7AD78ewKy/SwCo/99Au/4RgIQBMn9+gKZ/Oz/ZvwE//T/ev3l/Bf+S/+yAg/+mgLs/QYALAE4/FEArgA3Axn8qQOcA10A+AAT/sH8fQBb/0MDH/5O/xb+If6pAdb7AQM3/eUApgTc/Z4D8f4I/skEDvr5/Q38v/yd//QA2QM6/sn8mwFtAQkBHgFc/ZYBqP7ZAVL7oQI0ARL86/9c+4cC9/7yACf+/vxeAtYBhwK/AMT6M/9i/fX/pgLEASoATf6fATP+rwCT/t//2/5XAj4B8/88AvAAevumAO0AfACkAIj/9AAl/qX+P/vXBMz9jwJUAyEA4fxs/tH/M/6s/cQAOQUz+uYCz/9lAWf+BAPVAgr9QgCaAOcBW/38AOD8U//j/6j/TgCV/ZEBYP3U/i//vQHEBdz85P64Ag/+pv9NAan/VPy//NcBgv9+Ad8BiP9BAXX/tADa/U0AT/6bABwALwBS/xP9VgXr+SQDav81/9v++QFFAa/7UAIo/PYCJv2lAiYEmP9L/fX7F/03A1sB5/51/7L87/8S/Az/3gAF/iX+SgGn/6sCIgEdAh/+iv5SAf8ACgGwAKcBbfzpAcIAmQAGADz/agDJ/ScBRP3W/acBlQD/BPb+agIO/2QBBgBq/ZMAKvx/AWoAfQDJ+qEBlvzrAND9Gv8FBAL7iQdQ/nAFKf1k/sn8Jvy3A8H6gQb9/tEAHwGvAdb9mP1J/mn7wP+4/LsDtgALAaX/f/99AS/+IgF3+pQBQ/t/AyIA8fvPBfT3TAfd+cgEgv0/AR8Bxfh8Cef1+QZM/Zr/wv8U/LoBMvyIASkD9fsLAvv/4ft0BDb7vwA5/lECCACP+94DaPvx/QYAmvnJAb37HANKAKv9Cv2q/G0AbP2RAoj/+AGl/379Lv3d/Or7vwGT/w0Cc/zLAQn+owMn/6UAO/6n/HIDwveJBBn25wBJ/S//RwEh/9UBOf2eARH+uP8a/2/75QO0/jn/+QE1+pQFGf01AKz+i/uD/xD6WgB3/XL/wP69AUb/Iv+H/aj2dgSH+rgHAPkSAe7+4vqnBLD56QBW/HoAS/z5BP/6RP8//LL/Rv2dAeEDbv8SAC78HQD3+cD9lfqpA7L5lwTR+QP/PwPW+9gCLPq8Aev3jwMN/ZwDUvza/1P+uvtBAeH8OAPG/oUAkPrl/ln6VQDw+LEDYP59/m7/hfmG/1/8mgOt/h4DmP/G/a7+Tvxn/5/9BADNAML7xv+U/Mj/2/wA/3b/xv3x/yX9bALU/O8AswDK/uT8dvpy///8ywB9/wb8UATX/fn96f59+BwAxv0V/Nn8avyK/Uv+IALy/bcBpvx9/cACS/t6///8WwAC/wz88P7D/LL+OQWc/hcDLP0w+0j8QvxyAb/83AHE/dX/m/5wAMn9lf+P/54CXf59AIr+/v3QAAn6fADe+hoCCABzAH3/OPsFAXb7sP5ZAG4BLgGP/Gn+Qv7g/Zz7B/+B+3z92Ps4/koBjfysAqX/zAIZ/VX/4/0C/Z0Cof8GAlj+BgKm+rz+WwHU++UBwf3+/az9mP4cAIX9ugHM/0z9gAIn/K0AdAAf/zP/Rf4OA3r8CQJiAS3+bP2N/VkCTgIPAPb97/1i/13/IP9c/9v/6f4VAFL64vwX/xb+YgJO/0sABv8SBWb9vfyK/5T9wP7sAUwBk/4/ACL9+wIO/UYBrvxx/sr/gP13BNX7TAHUAX39oALJAGwASgJr/iUA4v1LAE3/y/6z/ev8nv/IAmb/dP+a/nUA4wHQ/kH/JPyoAHf7qgFb/pcBTv0CA3H/jwCMBF39LgMx+ZUDrvvNAcYCFwD+/NL72AZK/M4D7wLo/WECNf+nAEr95v/r/rr+Zv2LAWQCzvuKARABrAAWAHD/YP2MAG0BMgMU/nMAYP8a/rwELgBtAdP7vf1cAVoABwRoAA4Ar/0d/5wC7P+yAdAAVPtnAAQBdwBI/v796wCS/YsAG//XADUAXwGcAkkASP0aAST+yf6q/FQA9wA9ACEDYQDVAd76+QH6/Fr+lQCuAkv7Tf9IAXT8RwC4/OAC1P1vAnAA+wBmAfj9QgI5/QoAIQSw/3v+SvosAHkBEP7HAMf+xAITAOYAKwDC/a4BSgA0AiX+Gf2TAu/50gOlALr/NAJI/cL9nfv1AtD8IwcoAiMAofyEAqT/yvwuAKT6mP9F/KkD4fyaAi4AsQNdAjAAvQJ9/lIBvfvKAicB0f/rBcgCcQCn+8L+n/oNArIBJP4AA0D7Y//9/lkB6wAl//MA9wQp/YMEGv41/DoCx/seAtH+3AHr/S8ClQL4/Iv+LP6CAFz+6AJlAqT/hP4TAGX8TP9zAjb/9AJX/tIAjf/c/YX96gGx/90CpQAHAXr98PtkARMAEv51ATICDv6LBDb9JAOu+1EAX/7y/AMChfzhAP39RgHMAOgBGv7Y/l8DBv2SAiP8DgJzAdT9vgHP+UMEvfxdAjgBcP8nAen8Sv8fA3X/bPsQ/7EAqv99/nwD9P9D/6z+I/4tAJr/NwHSAKz9ZgEx9/MCWv4+AQf/Tf/PAdf3NAY1+rIFovu3ABL9IQCRANn+twEH/IECNfgyAmn+xv3h/JgDGvni/s3/JP1VALL/YQDK/dYCvftU/3r57//f/PkDOP89AO0BBfwOBMH54gUU+rAAi/88/0YBbP0rAnP7kAO7/KP/lAHs/rgAuP0V/rj9P/v4ADv96QCO/Hr+pwEJ/xIBovtjAtT6+f1GAbr9h/0M+zACif5C/D7+pf3t/Mv9Gf3S/2D9jPsD/6H9Rf4W/9j9VgCnAqz+T/xr/QoAa/+mAs3+0/8c/F/+Jv0BAMT8ffzDAAP9BgI7+6oEVfsvBL/9bf7E+pn7NwMV+7oEfPcQAAX+zQGaAvf8+/5rAL376f7W/N39XvwMAmT64f8r/n363wJT+rAD5fmAAkX4/QDU+K78+f+G/3z+Xv76AC/6ggJx+QH87/xJAMT7cgSJ+rz+jv2T/5wA+vqPA3X7kgJY/8X8DP4c+ooA1P6z/0b+5/6M/Y356v+i/gAAkv6p/6z8jf7q/2X8Y//K//T5Y//K/+L7Nfrw/K8B6PxsAbD8L/5J/NP+tf0oAWX+8P3JAfH50AGF/o7/7PhUA+z74QBz/Sj9bAQl+O8Ex/weAR39//5m/HH7Xf92/TkBOQJU/Vz91fzH/YwCtP73AQ76H/3Q/A4Ab/45AZwCd/qLAjj8FgCe+oP+N/5g/ScBeP7dAE/8FP8r/LD/gvsXAMD6Ff67AJ4Aa/2/AI/9K/yJAMn8RgIc+t0FYfnX/wP9xf3mAe33QwOB+q3/KwJk/JcAe/9FAPT9gf2e/Cv6tPwl/lb+jACwADz+lP4W/CwBhv1wAZP6sP0mAb/5+QPz+oH9EQED/HIBnfwu/R0Atf0M/ZYAwACZ+k7/B/8S/r8AdP///vr+5fuAA5H4fP3m/5z6lwTL/Y3+ov4BAMT5PwTS+KD+JP4c+jgDuvpBCPz6OwNR/yf3jv+j/oP/8v/DAJP+S/5m/IUBxv2r/+gAs/sFAG/7///LANL94ABE/pEB1/22+8n+z/s9/4MCP/vUBCsAwfwP/Wj6Gf9y/TwBqQAx/mL+/AFu/aQAE/3DAfv/dfwyAh77Dv1SAPr5WP/KAQQB3gHw+yIC8/gtBYX4uQEg/hv9mgJF+TQJgPoxAon7ewPS/Q4D9f0g/qT+AADABL76OwaR970C5/8mAHL/L/zbAGv7MACC/Kv+1v9fAWQBHP6YAN0BJgM//+UAmPtqAUX+lwA1AFz6LAMM+wkJ+v7AAHD+ivfEBx/7oAQbAKUBPQIv+9wAWwB4/0MAyvzT/2QDT/twBA394wEx+s4GXft4+04EVfqdB7/73f1j/igBbv4VBNMCHfzt/AUAI/1HAYn+n/+0/foAqQTB/44B7f2BAhH+IgJ+Af385gDy/R4DJgISAKX74P2e/3oAdAYW/x0C//s0BPn8qADnAsH+LwB7/d4FpPq5BbL+Av9/AVP6igVN/e8BlQJI/SACIv1DAp3+0ABPAcP/pAJp+5gAjP6SAQYBZgAiAe3/mP6NAMz+OAEc/yv8/v8p/q8FrPxDALkCG/2IAw3+kgL8/JL7QgVt/qsDrP9cAsj/y/+BAYX/2QYB/7YEEv0o/wABT/wIBhD+5gRp/Tn/2wEcADcDqPr/Ahz6mgTS/8MA8gIt+YwE3PyjAv7+eAHyAmD9zwHQ/Z7+4QDNAPQBsgJ9/EL/YAAP/2gD1vsKAdD9jgSO/XMATgKH+60HEftrBI35ugGr/lP/AwgF/+cA3P1x/xgAhQL1/MgBQv3I/Yz8SQJ9/VwB5wSE/jcHYPu3Avr+SgGk/b79+ACg/5UEdfsoBUr88P5iAHEAeAAWAFD+c/59ANwBqf/fA3D+/fmuAOP8bgRm/lIB5gDR/4kCnv/h/Y0Cav5+Au/+ewKO/PoAEf9g/w4ET/5WAbX/bAEe/s8CQ/46A9768wDH/LoChv/w/1gAX/6NAkL/GwNv/i0CJf0bBKr6rgSZ/KH5gwSZ/Q0CyP5jAbD+oAC3AtP8GALQ/z/9mgCI/t3/wvvt/8D/Uv/3AFn8gP9LBqgBAv3m+q8B3gATAYP9Df6OBBUCTgKk+4oBn/uNARv9vvt0/kv+XQQCACH+igE0Acz/w/6OAs//E/h5BYb5hQO2+2MBPv/4/WABU/oPBFr6qgeh+xkFRPowAIv/vfpjAz77EwFc/84C7P8kAwn9W//G9xIBrP8YAJwEkP3//aL/HgFw/nwBafxQA7L/NQG0APr7aPunAKkA9f3ZAfv/IAJF+uUAsPqS/VgBlPtKAAD/S//HA1b7Sf7/Afj8iQel+b0EBvbHBZj+cvoVBGr3mwcc+6X/lPxN/2b7mgb1+kMEQf+8+4EDhPz9//L5tALm/VcAU/9y/0/5zf/f/lr+JAGF/d/9of6WAWgA1v5Z/CX/T/5QAVL9e/4dABj6CwRR92wBxf+a+43+IPwZA2T9pQEo/wH9Av5TAS/50gE7AP7+Lv+8/XQBTf19/Vb+5P0PA8f7KPukBPf6XQE8Aln6TP2K/IAAwP2S/PoA4/kJArT8cQBk/5b+zv1Z/rz9c/tzAGn6RAK7/Ir/tv1o/t78Af66/ET8/f7s+y4CRQBB978D2Pv2+v0FlfZSB7L3dAOi/oD9kwCy+8ACwPe1BpP5Hv/y/TH7lP/X/lP8IgIw/ib9Nv6hAHf9Nv57AzX1YQOp+FwBXPz4/rsE2+/8Cuf4AvyjBZn3CAcP9ksClv3b/cb9L/yOAI/89gVR+psADPwQAX/8KwVs/C7+pAAs/NcEafeaB6P1FQIgAOn6QQP0+dADSvpg/23/IP6AAST/1vtWADv73v6HAZv9GgOW/dj8aQFs/XMD4P9W/b7+Qvpf/t79Kf8+/eUBdP/0+or/Ef0/AekA5/3y/O/6EgJD+hgD+P+x/CX+KPyzAMP9jPxp/6YCevvwARf9UP6IAfn6KgNj/jP+nf4S+yEAdv1YAM8AJQFv+tQBZP45/JgBGvpMBBD9owGs/1f6DwHo/u3+Xf2VAfv8Ff1RAP/+DQMm/cj/af5/+GMCpf2iA8b93/1kAcH6Wv/j/lQApfxf/un/av08/hAELPvV/M3+5f4oAA/8TgGY+/cAVwEC/WsAqvlNAgsAMf/l/17/Bv26+ToCgP5H/58AdgAj/a//AvwcAf//Hf2W//778QGK+UkDxf30/WcBOforBJn28AeZ/Nv/NgAI+oQGJfgZBb374gCU+yAAAAD6/yACofteAO36UgST//ECNf57AHH4Tv4bAVT8kgAO/zcC//pRARf7BwASAPn+9P4QALH/k/ovA6X7yf0/AZ/+KQYw+GQDXf86/FAFX/lmAwL9tv+O/8v6VAPO/Bb+qgUE+pQE1PuW/bL/8PwiA+37TgWw+E8DR/+x/TEAhAAT/pgAx/+E/MMBkPyhA/j9dAFTAXUBLftKAx78lwEu/oEBff+LAecCevxwBEn8+AWz+nYCA/1e/kX+3gSpAmcAzP/u/8D/2P5r/l38mAGm+2b/JwQK/Dv8wAKb+1cH8v2WA0v+AAIzATv92fzx/KEA6P6fArD9oAA3/nL/ov3cAhoA7f/D/O4AigGmAF/75wb6APH8hgMO/dkCH/3cBJP7QAKLARoBdAFk++UEB/nKA8f8ugNLAk7+NgSb+18Cevy2/mj+iv8t/xcE8/01AmL7oATV/ZL7FwI6/woCt/36/4/8CwXI/SwFBv6E/gUCWP/CAU3+d/1XAeYB8wBN/wUCg//8/5QFb/7pAP4BEQCe/tQAEAJ2AJQCbwT2/tYCqwMN+4gE2f47/WUGHPtcA2X8kQNF/j0BAQIX/TQF4PnaA9T+qAEz/PkDJf65/9AAzP7CAAsC9AGZ+qEC/P1SA2T+oQP9+0oDtf8I/84AGvz5Bbv+/QK8+/kAGgOTAef+GgCSAbIAU/5P/zn8lQJ9AHkAjgEq++IH8/o3B4P8PP3AAbf7AAmK+d4B8P9//IIGsQCx/y3/1v+GAwr7o//5BHL7IQTw/KoDcPyy/PwE9/sTArf/5/8RA2AAHwNZ/7f5YAhz+8MERP5qAqH9AgSE/6f7ZQXg+hYGxffGBe34vgGwAFYADAVG/0IEMv40/Lj7HgIf/d4EEQBjBYD/4vp4APX9Ov+lAXH/oP8HBoH+GgCo/tACl/zs/kICWf2BAlz6NATn/Qj9vgPK+H0HmPzqAAUDgv5g/yP7GAYA+5IGXf5A/uP/Yf6dAkj7EwFPAND/tAB/Acf8/P6C/2YB4QEk/vz+vgBW/Y4CMv4q/hP+5/3sBW/5pQEtAJH+lf6C/igAq/++/R//sQKJ+48Gyfi4Aln9o/1jA3j6VQK/AK0FnPnGAqf2tQEe/7gAiwbd+LwD6PZTAdf9HQMq/1QAbf6b/ZwBu/yGBAj64f0m/5L9lAC3/uv9bAGU/SsB7P5D/m8ANv2J/5n/TwGS/hD+Ff5N+6kC2vuxBNQAiP7VAUv8RwJG9cUDzvlaA6UBefy5A+X5iwEF/iz+bP3SATv/CgPg/N7+DgFH/W/9FABAAq/9vgJd+sz+LP+EAZb91/xDA2v6DwHRACz/TP6q/hz+Df/E+3X/NAJ4/jUALAB8/Yz9xfyc/QIDKAJYAcn7qvw7+lwFI/3EAor/u/+t/g77ogXB9wEHkPXyB8f8nvwaA873QQK4+ScIFfnVAkT78/4//nIClwLk+hUCw/ZiBBP7wf+m/Zf93P9k/c0BJ/2QAo79y/58/Un8BAVq/5ECPP6O+hL/0vqfAsr9oP9i/Jn7gAIe/3/+4/74/lr7Qf99AQz+KP8lABX8LQAJ/QD8xwDm+K8DCwJ/+0gFO/qE/3f+1vvr/zv+UwB2/Yr/E/zs/Xz+vPxzBfn92P6v/dn45QHo+NP+L/2WAOz7Mf8XAVP9lPxGAN8AQfWeBy/7ff7k/yz9g/72/lEAq/4dAV8AXP0d+W0AsP8D/Q8AtP+E+rb/fv4J+kMB0P+cAOj/u/8p+vL9zACM9twIEPWKBIr8rP0b/yr3tAMt+h8AN//4/T764wKH+3D/yfiDAtj7JwDI+7b74wC3+7r/6AM4/iH9LP/R9qkDkPz8AB4Bm/yeAmL7S/zhArr3dAPt+WEAO/37/WQFS/ezBQv6G/15/Vf90AAE/qP/sP43/Qr+sv+mAJP+JvsyAnL45/8l++j/pAKfABj+Bvm8A2392PhpA0/96vv0B7/2h/8p/bP9YAHzAFD+hP/2AEf8EwGY/Hv7HgF6BW39twATAkb51P+iAKT8fv/U+i4EG/rRBF38zvstBqr5WAY5+ED/j/2e/fUCYftYARcDnPigAiL7dvvRBEr5pAKG+2IBdvjsAbj95PkMA/H4+gTN+0L/QwPa+uv/N/38+Uz+k/+bARz/k/1//UcCLPtdAC3/mf2U/2D9bf4zAZL9Rf9LApf7tQL9+ZAEM/73/wQC1/88AHH9Lf4dAQ/8fQGSAsT8GwGd/TcCH/w9BjL5VgOs/Sf+NAD9/toBpfqhBeH7Lv/aADz9hv5G//D8ywFD/n4A6/w0/vj+bwDL/oP/yQH0+g0Affu9+yYGxP4PADD+EP2v/kD73QZK+ikFJP6a/mkAtPzxBnL4HAi1/dX+BAII+4AEJvrMBRX9dQHD/qMBEQS9/IEFU/iOBUD8Bv8r/iz++AI++zgEKP/z/ysByvp1/37/xfzq/6v/Ff5Q/7EAPwDCBDX3ZgDq+/L9aQZQ+RgGs/noAVgCdPhIB1r7/ABJ/3UAUAUR+YUBzgL5/IEAIP87//oAl/nvBB77Hv+/Aav/MgHQ/HcDc/pEBR37sf/JALj/CgPz/TMHLPyU+9MAr/xvBWYBn/0bAzL8hAN9+/7+D/8JAEAAVv/BBPv7FwV6/oX+sgDT/q0AJAFG/hoCPP8N/YL9SADnAcX/jQR3A439RfxgAmH74QZh/M4HugJ5/YsBHPmfAuX54gWj/F/+cQbSAakALf8D/rIApwALA/QBf/0p/fYCZP97/bQEXP89Aw3+5gL3AEEDPQCW/zH+dP1JApgB9AG/+2gGBfu1BVr5WwOZ/4b/SAa9+CENifaLCij9+ALP/NUC4QMd/y0FYvo/B172SwkC+bgL8/sW/7IAQ/uyBGb71AO1+K8CQf4uAeT5EwdK/t4Ck/9w/Z4A9P8nAyb+jgSc/+4AEvz3BKX+ywHsANL+8/8vAMYC+QGg/z8BNvv3/V0DQQDUB1L88vwRAuD+pwQeAMz+cwND/jECFwE7AO78s/zpBeIAWP+j/YD8MAej/F8Bs/snBZf81PwWBMH5WAiT+DoHmvgXA7cBg/qWCYT4kAGd+7z/lwT1+tMBkQEO/D//2ARg/yYHlvw9/qIBqPzT/sz9AAB1/asJm/nJA1j3/f89BE39mAQM+SYAcgR8/vEAXgPq/EAFEQAjAg76zfxzAHn/RAKJAWcBo/44/Kb+XgKfAu761/6FAjT8RgJZAV78S/6IBKoA6/yn/b7/ef10/igARP3TAj3+UwAm/uH59Acj/Cf/4AEX+iEEpfvrAiv+KvyCAeT4xQQm+8YDcf9S/HsGyvyC/lQAPP/7AEv9N/lQAd8BkgJsAGP+J/8/AUMDEfuY/e/+0/xzBHf65QFwAHX/xfwdAk/9/fxAA4z96gAI+S4FP/m8AOT97v8J/kj/rQb8+XUE8fu6AIH+tvwtAdn7WP3PAwYDhPuH/4cH2Psj/8MAxPlr/3sB2gM8/BICv/7m/38Anfwv/fz8DgJbAB0BOwJz+wgCSfxq/Vz7Ov70BKv8XP/M+78Cbv6FAO/5KQJH/IEA1gCc+AADdPmUBtj+Tvxx+8X+fAAc/PAB0gGo+0EBaPkY+0sDPviAA2D/IgQh+z7+J/uVAF7/uPyCAvf3TAFb/RD+JAAr/loC1/ocAnwBNfr7BHr69QVA/OMBG/zi+5b/jvtnCYz4wP9C/nD9WwJM/Kr/6f5j/Rn/L/t0/5H/IQA9/c0BD/8BAH76A/x8/rD5FgPQ+AQBUPz6AFL/1P82AEz54/5V/8r9bfmZA+76U/ySBCD9Jf8x/Hz/7PjA/R4Dqfh8APv6qgSf+w0AQ/0Y/VMDRfhWA2T4aP/QAIH8mvxtAoH99ACr/6H6Of/i/TUGwfW+BN38N/qgA/H2sgM6++b/ugBA/d/9Zfl1AKj94vxY/FABEf+V+1b93Ppl/2z+5v7z/V//sfvDAZ/4FgCP+gn9cAVK/FkG9vbrATH7SP0k//YA8fn3A9z9/fwpAbz74wDk844HvPh6BHf8Kf2AAMX8WgJP+qf/JACv/xH+sfym+X0Hbv2x/Gr/G/2eAJ38qgEd/C36VfvxAib+3f5Y/vj7bgIV/QIAxPzGADv8kP4o/wX8LAC5BjP39gLF+4v4ygND/JID//sLALL7DP/qACQBivpGAjT/TPsX/pwDhfWjBdwCGPitAbf8eQNB+qYE1fuN/zL6vAA4+uH/YgSA9W8BT/1C/2AC8P2D+1UBGvsy+0ABBwG7/NEBuf46/Bz+ZAEmAc//zAHh+QsAv/1F/SIB4fxG/P4BJv1g/sD89P4QA/X7QgAX/2EDhP/R/Wr8DP6lAn77FQRj9o0FLgHA+0sFDfUZAwT/zQGV/SkBa/ZHAoP+2vzhAR77/f/D++P+s/9RAzL6AgW1/NAC/vmzA3T/dfdfBkr6XQKD+l7+3Abs+pgAF/xcBMsF9fqgAYH9LPuwBNb9bv8p/jr7DwYV/GEAEPwJATL+Jwe2+6oECP0e+3cAsgGh/0L6rwVI+JoHC/nuBaD2LwOL/5/7YwO5+iYCf/1FAdL+JwWg+XcESfnLAQj/jwPh/Q/7RgdT84oIrPpMANQDEfwEArb70/6a/DMBrgFP/MgGigBWACECiP0nAKr8CwQ9/rr/XAGrAkr8EALO/vL8Xv9w/xX96P25/zv+LAV6AFkCuPkbAmr5vAQr/0j+QAL8+IoEIPyn/2L9bQBc+4kElf5g/McEvwI+/jz9igNd/6EDFf9D+4z8OvzpAtH/0v/jApT/+P7LA3sDhvY6BVf7mACEAmUA3/8L/b8FyPsIBV7+QQMu/rz9eAK//IUBsv2QAtT71ABtAScATP7KA4oFxvkcAoH4Df3o/HMBMQL5+8wHDf4UBIAEkPuMAgz79wRV/ggC/gLr+zUJIfmsBxMBqfzGAUz+2wa++owFwP/jAfX/uf0QAtn9awaj/ZgDJABSA08BT/gmBKUBh/7xARf9TAMg/F/+mALL//8H5fkvBHEAtfq0/2kA6AHXA97/LgBH/BD+dAFu/osEWQKHAyL/UwKQ/4kAnfy0AhH/zQDqAFsCEAIg+nwEsPysAe/6yAD0AQ0ALQqI/BT9avsO/rH9egJACnwATAFk/P78Bf1p/7AEzADOBHz+UgPE+zP/Qgnz/osJif8LCdX4bv1MAND9sQUy/ggGY/x2B3T+PwHU+SEE1gDK/WwB+QDl/pT/FAXv/SsATP1LBUz8yANXAEn9WP7N//79ugEUCDsCKP5T/j3/m/nPAdb9/wBG/6n+NAKWAYsF7PmyAkf+5f0o/1j7QQRnABEDogMr/YcBtPpxAL8Ci/xHBU3/LwQFBnX6N/4LAXD6tQNL/cAIDwBV/+oDg/wa/276pQJV/hQEjP8xAz79s/+j/V7/gAMg/V4AxPzo/5z5dwKW/db+7wAcAK4Bo/oTAPj+SgR0A5T/eACv+MT9lgHqAuP57P2MAQcC4/woAbwA5ACsB4L2Jwk1+EwHTvkgAVUAV/iGDM78eQXa+r4BqfZT/0ECLQNT/k4B0f6o+rz/HQGHAoH///x8AOMBX/nGBDT/9QJ9/9/9ov4v/JT+WAPd+9f9Pv8XAPP+kvnQATgAIAR2/Rj/V/6K/CkKrvit/E3/svyoBT37wgYV/sP/2f06A0X9sf+yA67+LwGL+QAAif59A6D+nAGc+J8Axv5fAW/+jf2zBNH73v7l/BoCu/qmAsAAUP7D/W79LP/Z/1wDZf0eAdr+nv/d/0j7Bf7B/Zf+/PzAAMb+3vwUAeb8IAB0/ioCOQH7/Gj9fP4M/r4CMP5MAqkCofpZAVb/qQIe/g//AABz/bQALP7+ANz9wvg3ATT6gwBh/XT9pP8h/0kC1PwkCOX31ASv9sH8YgB/968Ly/f8AHEA5/rk/LX8jfpzBUH7nvvr/pH9SP4E+eMEGP0gAPIAiQF1+4z5SwE+/WACu/7m/QwA5PlDAEEAhP6R/oz/Jf6xADr7q/9Z+Dj97AFc+h4ALPqRBXP8TwNnAcb7pPyq/rH7v/prAx/99f+w/AoF/vUEAAf+d/ljA6D9ogEG+mYAOwIL/Dr3KP7z/eT7E/1/Axv7Z/v6A8H6Jv3X/r37K/58A+ABxf0J/tIBxfplAfz+z/2cAS39Dv/q+nD+j/hsAe0BVgJU/vD8uv6r+/f98v+g/iYAJgED/NsBn/yG/jf5DwKb+q8C0/wW/vb8cfvu/ov+FQR3+4sC1/jIBSf7eAI5/Dr9Df5m/DsDGfysAUj7ogBa/IH+TP/7+6r+9f0B/9z/Gv5t/XEAPgE6/8b7HQAJ+a76KwBe/LYE7v0h/sr/y/4b+tn9LP7a/doEAQK4/uIA8fr6/Nn74/1N/Mj77AEs/jIE6fmBBSP7F/2RAPX7GgHv/NQCsfnZATH95P+bAUb8VAKn+lf+Sv0R/rf9sP7oAbf/lAI5+TL/aQDx+14CrP5b/237VP4o/kT7mgJ8/ZsCIgB5/zT9s/4d/BP8FQBU+8QEQv7zAr39U/ye/bn6kP7+/QAAGgGPAXf+RP+5+xL8yP2G/rz9vAGCA1D/Yv3M/fb+qPzcAQQAQwGQAI/+EP6RACn9mvx+/mX+yvq1AZQAZvmMBMH6ewFB+x0A9vtp/I4ARv+sAOL79gF5+RH9JQHLAAD9oQN3AIz+1P93/I/9yPzDBLX9owAe//D6PAOw+Q8D3vlG/9f9ev1SASj8IAIs/4MDKAAuAhH+4f3I+yj9v/6L+W3/w/9eAbEE1fvaA7P5Tf9e+3z8aAMd/PsDkP45Aq3+Hv2XAFT8Ov5h/er8DwL9+qgBFP3UAPD9m/8DAlL/nP/T/AsAnfm9BVT7SftYAKf6YP8//zMEb//Y/+//2PvT/Bj9OQBN92wFlPtb/7T+dfkZBK78mQCn/iUBUvur/vz6pQRZ+fUIjPvIAtP+AvyhBiT6QQiS9A4MlvwkAqP/3P46/Fn+BwKR/AQBJwXTAYv5kgQN+1EFkPtFBf79TPkF/J39/P/P+s8Grf7/ANL6qPpTAAj6rgTm/tv++f8y+z4DhfweBT/90wAI/6X7fwFg/BgDX/zE+/sAuwFB/QUCKf6CAm/+8f5UBC0AUf/+/4z+rPz2A0oBUv0R/g7/rP14/6f7gwWE9loDFv9v/CMDD/gnBdL3jwQq/v4EPgEiAqoD+fvVAIoDtQOn/50F8vsBBQ36q//4AsL+KQHz/kwBw/79/dIAywHK/SYEZPv4Aof+4/yuBXD+kfyb/h0Fofuk/+YBoP4sAGj/Cv+8+xcBNv+6/S4Bn/wTAMMBSP9iAZH/qAJgAiQFpQH0/1gAhwHSAKj9xQF8/6kGLATNAvUA2gTv/VAEVgCyATADn/ruBkD8RQd4+yQCLAUC/tH/zfuxBDP/JAKWAdgB3f95/1P/V/33ACAACgKj+7r/QACqAO7/SP9zA43+0wJ8/e3/P//p/XAEtv7v/cYBhfxX/u8CaAD7ArUDDgHhA7QADwMtABsDDgGgAXEBK/3aAuX9mwPbAsYC7P+1Bn8BO/9ABIEANgOZADEEjQBZAC3/nQCyAjMBnAG9/BUBgwLF/7v/fAAG/s774ADa/uz/5QNmAb0D5wLnATIAov84BY8AjQK7/7/+6P7s/oEA7v5dA939KQGXAf8AtgEKAo8DtwEZA1cBFQI9AJgB6QGKABD/wf3T/5b9nAA6ACgBKwNU/0EA0P+RACcAPv8w/8n9TP9j/5r/hf3L+2L8+f8d/83+tP8M/eP/zf+1ADz/UwG9/7MEiwNEAeYD/gB/BDcF1QfdAxEI7gPiAvUDSwEABdMFRwmPCoYN1wsqC44KHgcnBx8HNAbhBcIIkAW8BWIFSQJBA/f9aP+F/vr76vyr/Lj+zf79AP4BHQGlAvYBIQJ3/yMBY/+c/q7+Bf91AT3/PP4B/X4AW/8L/8z+RP2y/OT8JP1w/4oCBwWkBhAIlwg3BucByP8iAHj9w/7S/XL+zPx2/7H/AP3g/xj/0/+v/vQBbP0G/AH+NPtK+YL6OPq599T5Afko+2j9Xv9SAhwHbQnECkEMIQ7KD1gTDRVdFr8XBhc/FVwT3hRsESsQOhKvEQMQCRD2Do4I/giOCbEFZAeaBcAG2QPBAI7/3Pt2/Jf5WvwZ+p/4Fvrx9Oz2QvRg9f/2nfej+rn5vvoR+Hb48vYI+L/6dPzf/eT9hgH8ANoASAE+AfUE1wWEBtUIPgczBioHIQlrCJkHfQjDBRcGtQVPBe4EjQJRAPn8xPmm9Cz0rvA/71buNe2o6wzuNPHa8Y3z2/Nc9ZvyhPf29I73Ivf+9o749vb993f53/7s/rcEhAS6B0IIqgpQDgwQ1xHXESMPegwaDi8NMRMmFBcXEx0HHn4hrCZQKS0sJi0uLCMpWyY1IfIaMReREikS1A+fEvkVUxIQFZkR3wxgCCQAJfpK9A3y1u0I7hfst+ol6QPnaOT+4LPez9kZ2W/ZaN1z4ejkvubY6mntz+2A8LDxZvTK9XL5d/3lAagHcAmfDuoTuBWjGGkYtRaCEjAN/waOAPr4Hu8w6FfhYt1J203cIt0a4P7hJeAk4jDkh+gM7Yr0b/x8/Zr+9/2r/aT+hf/BA9EIeg84EpYW6BdvGCsaCxwGIfIjhSYDJjgkfiJvItsjgSaAJmwmkSXQJWgpmSsXMF438DliO0M+lz28OvM0TC2XJNAZ5w3LAun3Ue5k5CHc+tWu0SHKS8SDwkO/u8C5wlzFk8eoyKHHF8cKyezJF81I0S7SGtTv1GfVV9uH427rzfPD/XIDLgmAD8oT2hlfIngoUi1nNJY1sTSyNRczwTB7MGosDSW+HGIRqQQL+Jzqvt3m0yHMYsbew7jC8sKkxU7Jysxg0dfU+dcS3VXk/Oo98Uz3Wfwg/8oAGAFi/0n+vvsN+/b92ANKDKIXNCN+LHUxYza4OuA69ToBPMo4+jS0NMUySzMsNSg3cTgEOVQ2STFdLNAnwCMIH44ZOhPcDYII+ANpAHj92/g78+fswefF36rWJs8+x/S+aLhmt/u2m7sFwmrIac62z9rPS85xzCTLSs7C1ALcWOeb8tj99wbQDe4V9BtQIBgm3ymMKf4orSSSHK0V7REnEHURnRYMG20cIRm6EqYJDv2s7jbhA9NOxOe5+LJ5ri2uqbUxwazPHeC48D3+QgZxDBAR5hIQEckRNBKaEXcS4hEiEXQOSQpYBCD/P/rf9ePzUvWr+wkCeQhqEJsXShpLHP4e/h8DITciyCUTKsYr3ytULHQqcijCJ5El3yW3JBYk/CNBIi8gyRyXF4cPnwcz/KHuX+L91vPLssTAv9i7l7tVvUbCYsg/0X/cZOVs7Rb0TvSK7vfnv+Hk3DjcwOIK7cL2+wIPDpEUFBjmGGgVoBG0DoAJzgWuA08E9gaxDNMUXxwkIogjmiF5GhUORwDJ8bLiiNnz0hrKScZUxmHGlcll0oXe/eoF9lUCnQx1D5UPyQ70CIkAVvme8LrpceZq5s3rrfU4AMAKZxSZGwod+BkvFUoN0gPd/Iz6hvfe+DoADwebDwAYoh7YIvoinyPPI+gh1h/gImgjECAgIDYceBbnEgQODgkjBkQB4v+5/dD50vZt8YvqOOP03A/XAtab09nUwdvG4JTkKOyl9YD7NgCJAngD6//J+nP5EPkD+mL47PQQ7ubiftdIznHMQNAo29npm/uoDV4c0if+LdcuGCqqJRkeXhalEdkNVAvfB54FDQP8/oj4ePOV8RfsKedg6GTo8umc7nnybvXE9r30P/CB7ITmH+Ax24zawN7o5rjy5ACADygaxh8IIqAfWhZ1CIf7RvLF6eHoDOwT8DD49fsq/nABGwDA/Zr9G/5zA0wL7hFzG5ghyCOaJFsjnyCSGqsXwBEdDdQM1QlTB9kFqQLA/oP78Pg6/E76T/rD/Jb3ofAD6vbkC90Q2zve+OLM6jTyY/tbARMDUwUtBWUBR/0Z+/j2V+4z6pfmlN+Y3C/bZdu04FfkjOuU+Q//yASiDWANPQ2ADTwLnQl9C9sM3QzyD+0QOA+IB/gER/8S8sPtA+pS6hrxuvnzB8kWhyByIh0mDyJlE3MJkfyz8BTnw+GP31nhtOWM6QbyKPcs+Vb6//aW82TxXvCK8x379gHDBQwIjgflAKP82vkD+nX/cgDXAwIC5/yB92fzD+8T8Qj5Tv2FA4wKeQwTCxsLVArJDnEOiQ/9EYISgBD/DWYPMQ6kDU8KJgiKA0/9tvQP8tXteOrl7ILrN/D68S7z4fPO9sn1qvJd9LjzcvQ59XX0//S78BPnceSO47jcDN5X5Xfmresu8Xj3K/qU/JP/FwAVBOsDkgeTDM8QeBB0EG0OWAYuA1b9fPeX9eT2sPWV/L4Ecgr4EMoQ+RQuFewQ7hPtGTsYhhngGkYTigmM/0r0i+707tXwn/WA+eP45vKS7ubq7+cP6Q3uN/IV9u35JfwAASEDegS0CNUHsAXLBTIAEfsl+Eb0/fFD8Mbw6vNV9I35RQAmA/IFPwn4DXYLHAr/B20F7AGTAVEFIQVYB6UJvg+fEo0XEx9XHWkdxRosE8wNpwRu/Db3yPFM7eDtUezd7C7uZey/6z3nYePp2g/VYNDizPjO3tVe3ePmkPFG+MP67fkD93buiuhm5tXp/+6X+e8F5Q0WFmoZMR3iHi0bbxqnFAoQMQlhAof/rPmv+qH8zQJQDM8SbxsuI9cnWCrnKfgqGyTSGr0UCQt3AE76m/Zb8Zbwee8h7n3tQetJ6U/py+V+48DiYN9x4FbiEeYt7kX4Z/6CB8gQQhNXGOAanxwmGUAWkxBxB8X/lPYV8ffp9erQ65TuHvUc/cwD3wnQERATEhZ7FC0R/AsABSEDdQLjBVIM/ReFHKEghSRrIPQc/BPnDcUGCwIZ/vn8qPyz+Bz1Wu6P5afbi88Dxfi9tbWWtiG5M78iykPXfeSC78v4H/yn+rH26fRs8xr0G/qZBFkOQxd1IHkldSStH3wczhelELYN6ApSCCAEgAFsAH7+/f9BBEQKHxTtHLchlSuqK3ApeCdhH7wZQRTzDzoPXwvXBYkDw/va8j3szOZv3PDbBN3G2wDhK+HC5fPiMeWh6djpN/L29q4A8wh2EOwYCB7DI+Aj8CQzICIZehJ2BDb6T/Ft6Q7kWeYG6/HwG/wgBVcQ0RdkF68Y5RXcDcAJeQknCtgL4xNtGhkgNCbsJlYiPh3rFHYMDAvjCWgJZgfpBDf+uPPT6ZDbndDwyAnDZsUWxL7F+sa+wxzDkcAewj7DmMmp1Xvk9PB1AFgPPhe8IaknTyqbKG8lpiDVHCsazxdYF58T8BDWDREMvAngCXALKQgyCpkJQgkJDVIRZRmpHqwjLiXPIx4f5BzjGm4YWRfIFNgS5AoIALH0WOpk3BXVGNInzXPLvsyNzKfRUNuZ4+fxvgCdC9sSrhmYHEofZyIPJ3kpmiinI74bJBMxBfL7J/P57J/pZur37l7yx/jwAHEMmhG9FSwbGBt4FkIV8RRvFEsVSBdXGIkWJBIdC2kJ0wICBFQHmwuyExEdZh8yGvgWzQi0+e/qP9//0dvI78DbvMy4IbK4sreyC7oPwsPQx99Y74H8mAeuE3AZEx/4IwcmiCZzJoshlR+HHGAaVheOFVcTMQ+LCugIWwhUBpkGPAgrCQsIlgvNEPwYehyUH8AgexyMGywbmR5sIvMhoh0RElUFRvdE7E7lJ+GT35vck9qb2BnYRtj116zZTdyH5Anz2wK6FEEhYylCKnQkix5FGlASPgrzCHsFkAEt/9gAmQFkAdcChQFbAAv7Tfmk/IYDRhCnG4cknChCJEgWSgpU/3T6VP6EA4oP1hfIGn4dXCDAHUMbcxjkELkIa//O9UXrQOcD42ne9dpf1cnLRr/etdmuDrIlvbbL5+E886H9WQZOC5sNZBI7GsofMijDK8csGyneIj8csxFGDX0KcAlaCQsJtgYmBMsDxQMiBvQJawyDEpwW1RmnHIsbjBYoFtUYlRcVHXcfExp0FH0Jlfot8arjW9mZ1YTUkNQg2U/eNuKr55DriPUl+4wEJg5uEo0XQhkYGioY8hfzFAkPRAyxAtr6hvar8aLuqvCC9iD61QClB0QO3xNTFlIYWhiTEMcLTwiTAtECaANBBfUHZgo5Dr0T9BdTGowhviVnJOAlaR9BE/sIe/m566Lgr9d/z/vIZMVJwO+9V77gwXbJ1dl85M3wlv4EADwBQQFJAiQEewkCFKwftCk1L2szMjKeKuYkRxqQDMD/U/FE5DnfJuHj5Rb0EAiJF3EnIjQdOD83mDGtKGQdsRIsAyb5YvAa7I/wx/Ze/5kImw2gBv3+E/HA3+PS484h0mfbz+oS+IMCeggTDOAJCAYVBswE3APiBtcLhwywCTUHdgOL+1z1wPcz+bf9ugb8DY4R/hATDGgGiALT/0gAGgPqCR8NlRCIEaAUIBVSEFkW2RtUG3wa/h3jF/8OGgof/6P4A/SA7XfqQOjZ4jTby9EmzZzHob/+v/bC6shR1MXl2fUlAOwIjwv3DosUExpbIj0pbyzdLSor0SGdGQMQawTA+8b4kvQM7nTvP/ME947/hwxyFNccPyUhKDUrty1GKdMhABnMCn38HvA456rlmupW8Yn+qgh0C7IK1QWH+XDuDeki4S7fnePI5KzmWewm8Rj1vfq+AVUE+QfMCWsMPA45DSQSDBXXE7MWWRcWEtgN9gd7/5j31vBp7BHtcfIm+/sDFRPeHJgglyYnIzEc8BeNDtgJsAuABHsChgYBAjn8l/y2+C7xXu216Bzkld/w2x7ZKtlM2DDXq9iv2KnYhtzq447s8vzJDX8d4CuzNFA0qi6fJB0ZWg8iCOYI+wcsDFwO8gquBlQAr/Zr9AH5EPrGCpMY9h6jKEctZCdJIQAd4Q9tCFQCAvl39mz6OPxoAmkKywxyBJ34fu7p4nvXJNfq3w7kqusb93wAjv2AATIHAwES/4EE8wRGBJ4N1BNSFa8V3xfJFq0OCQdJA1f8tfZT+w79lQHBBtsF6AvdCxEFFQjPCpAFLwrjE5gRNRJqFI4PsAkYCIQGHwRbBvgFnAED97nqCOC11D7RHdXk29DhrucZ7Zbt7+pv7anx3O599U3/9QO6Dk4ZOR7mIEsfSxpyGbEXyxYHGkAYbRTHDysHZwKaAET+OQLwCW4NGhDUEpUR1g0mEJoVjhniHnojRiDcFqUQEgfy/CD8sftn+ZP7PfnY8STro+Tf283XLN204eTnXfCY9Wr2mfg2+QH4tv1XAVwDXgnsDTcV1h9cK0I6kEUpSd9HsT54LhEZmfxE4nLRfcd0xtPUi+Ui8u0AFwu5DeAPEhKpD3QQWBTTE4gTlRNQC6kFWfuj5xXab8uTvCK5XL6jyNva4OzeAcsVMCArKZgscSfsIpEbvw88BiD//fp6+TH7b/5i/S7+8/7cACAJYhEcHGQlnTCyM8groCZdHhoRyAi6CHsISAqjD9kSPhfwFrMOCQcj+Uromd+621nfmuxy+d4CHQjcA9f5wu2E4E/WBdTs2dPiDfIGBPASqBnLGpkgTx7rGkwj5SnfK6EuAi4qJ1sgcRfIENARRg6ICt0GJ/5D8gXn+tx41iDWLNZG3fPtg/9cDnsc5CZ3JDcauQ1p/KHpkNt11oXTYdlC44bnL+zp8SbzcfKZ+wEJZw+hGJYk8CEBHHYXJA8JCP4HLwonCvwMwwwSBREB8wF7AN4DiwlpC9sOtA4YDP8PuBBcEXwbIiTrJrgqqigpIr8aWhKsCJP/cvb254TeTdc+1D/XkN7f7CD5wwIvC/gMcAnnBen/0ffV8kfw9e3270D4UQWyFB4idy/9Nk0zXCg0GgcK5vnu8JTvnPWw/icMvhrbIAwmpiJYFDwGWPgB6prhLeG73xnhGeb846Pj1+r87IPwKfhY/QwBfwDe/ikA9v5k+bP1yu3Y4RLW3c1T0rrfPfPFDQ8p3T3sSUBO9ElmPnwtXhniCTT71O0j52nlEOcC6wLz9/3ACK8PfhWwHDcffB8QIocksSQ8H7AZjxDQBpIEiAFUBsEOKw3QCFUAtvLa5JDbotr23SfowPTu/P8B+wD8++n4rvKY8NbyQPS8/eEI8hSSIYUouyntKDoi1RZ2C58BuvsS+Cr6hv7Y/oL/DwG//v38o/vG9rfxnO2r6q/r7+zd78H4UwBEBPMIdAhH/1vzCufa2HjQXczhx+3O/9ZQ4rD2wgRoDrgWJxg9FigYTxjuGZ4dtCBQJtYpbCrZJkIgUhU5CSIEZABr+2j9aAEeAXAFoAh3Bk8K5gtrCJcOBhX4GIYdNR6LHiMaoBJRDDcDGfgz9M3wmO4n+XH/bwN+CkkIfQDp9NDnIt9q1+3UldlB4qnsw/elBykRaxQhGHkb5BmnGAcZbRU0E8sQlhFBEskR3Q2VByH97+3p5UDbWtcx3Gri9+f370H3s/m7/bn82/uW8o7odOKy2CHT2NMG1bLXNt+m5uPvb/ip/boCMQUjBCsFagkSDWEWxidVMio8rEVZRTc/9zeOK7UZEhCBBET8HPxx+YH5LPzw//kClwjDCyEMzQ6BEIoRlRZNGsgXkBYHEXgE5/qQ71Lm2+Vh5rPscPprBXsJdAsmBrj48usD4zHgQOVA75P5qAZHDzgQqA77C9wICAgMDicVxxyRIg8gJxq+FbMQkgzzC7gLwgRh+R/uM+Gv1CPMkMp0zX7SWNnH4A3hSN1w1iDOUsmNx3vMqNVC4KnszvuFBZIJuQ5NDgsLnQ3/DYMRAxmqJRE1wUAKTK5TalYkTOk+3izCFGQBEfPR7QDtz/CN/GEHYgvpCtMGQADS/qAIjRWXJPMxszbPN8YwSSFPDwT8S+pt3kjYR9ds2UbY4Nie2QTYdNgl24Pja++S/swNUBpJIqgmbCkGKREpVyabHTwVSxBICakDwwJkATb+s/0u/Cf45feZ+FX5IPyp/Cn5Y/AU4vHTS8iHwRm+dr3Rv8jDs8elzl7dnO2n+jgI4w43C4QBbvMr64LpavFsBSYhMjzJUG1fiWFpWC1LRjuUKZ4bdRMoDfoIaQiqCPwH5AizCkUNOROJGOsdyia1Lk4y8jQbNH0swh1hC2X5yufB2LnNE8kLxpjBR8EQxqfMw9UD5Iz1DgNMDUMZWCAPIugikiCGGpETeA5gB2kBTgBD/r3+7QQkCoMO9hOKFhMU9Q7vCZUC8vnj9KLxTOzM6M7mWuDb1wnRSMljxDzGms0R1bXcUuQ/5snl++Lc4Gzixejv80kD9ROEI1cw6jujReRIg0etPwQzIyYZGj4SlhBFFEocriMMKd0s6C1RLKUp4SjLJ7wh8Bm0EVcJd//Y+Tf7LP3zAGYDtQJt/3740u4P5Y/fdtzQ2fHaM9+Y5M3oGO/p+FEDKQrgEX8b0h4kHmEelxupEycPuQrbAu/9K/wQ96D0EfiA+mr9mwP4BhYHVAYHAJH6avXh7rPo8uJ435faN9XM0j3RVM2ey/TMycz20UfZaN7K6NH1wf1mCCUWbB8uJ2ItnTP1M5MxWTNbMTAtNy/0MMouTywQKbAiCRoCFjYVCxP3EuUYNBtzGzscQxi2ECcIMAEv+r/3yfbi87LyC+6o6PzlvOQr52TucfjWAEUKtA82Dp0N8wlbBPgB2/72+3f9aAAbAFAESgkkB90EfgWlA239gPkM+Ev3xPe/++D+SwLFBBQCfP6I+nXzI+ki5G7gJtql1DXUftS80APR19Wo2u/cguJd7fnyr/P2+kIBVgPvBqYPfRiZHfkkMyuKLxMxWTCrLf8rqynvKL4p9iqnLd8qwCW+H8YWTw0LBhgCIgBvAE0BiwKDAsr+W/oD80TuXe1A7envKfce/kUCAgolD8cPRA8cDkoJwQS9Ad/9WP3q+s/4Iffe8+jvR+5k7KDr3e9A8Xj01fz4A2AI4A0lEt4SPhHNC8QEWv5Z8mbnLeRi4OXbo90S3yDcz9uE2YDXPdgh16TY/N2w36nhDOku7zP13P/ZC+wSEhd3GrgZLRlqHD0gnyd5MlU5IT91ROdApDcMLxQmNRk3Ec4PSwoxBOoBJf9d+JHzAPGU8HDwsPFH+S3/8gLrCFgPnhHzEAkQWwz4BV3+oPbo79zq1efI5k7of+zZ7zTvZ/GE9j729PR6+Un+rAB8BEwL3xFeEncUlRYnFCMNFgat/hb19uzI5Vfk996c2k7a3taI0v/PlM63zI/P7dE71pvfYebu7G7z9vWM9aL0N/Ri82z3xQHjC7cWJyTnL84zkTWyOrI7RzouPAI+cjrwM04w7ixnIuUZVBaBDEUAB/xl+JbvZO0P8M3vjfCR9EL4sPvl/2kDxwYWCoIJ3AZpAwP8hfFA6gblTt+X30Liv+Kw4tPiSuPj42To1vAS/OEJ2RgcJQUrvSupJykfUxY9EKkIkgGR+3vzc+ph4rjbNdVb0GbNosoAyMnFhMWPyDfLsNCI2Q3e9uIS64Duq/Ct9aT3w/bY+e39DAD2BR0PCRUlHAQnEi4+NAI9wkLVQ9hF+0XoP841ny0/JPMWQg4ICoEDvf0e/kf9ZPu6/aoAuf9BAKACYwJVAJP/Of+g+n/zgOwg5zbeeNVs1MbW/9Y224vmPezj7CfxffU792/69AE0CLkJUQxRDHoGfAMFAgH+T/9kBvcMfxI1GMEb+Bn1EjUH1Piu5wnUvMLbuJ2087F3try/28VSzK3UxNsg497qC/J/9/X5W/t1+t72ovag/CQDNwmmFBAe6x8ZI7UmeyUIJIkndSo5Lak1yzuoOzk8rD2JOHcvzydZGwALXPr+6/ziEOD14jHtnfxRCLwOIhIBDhQCmfZF7E/fnNfU1uLUrtfG36/n6+u58bb5pfr7+Hj6JPiT8Krrjup36fPoOu9m9o38rgNuCYEPOhPMFPwUxBOGERkLSgQU/hP0T+iL3THVtM/VzpTStNrh4+zomuyV75jtu+nu5kLjOt/j2i3ZIdla20zjtur08U3+2QmsEe4btCiwMrA4hkCGRRZEvj/7N3gx5yuYImscSxoLE1sIJQGR+OjsO+gT5w7pgvGL/WAJ5hSRHAEe0B4EF50JDgDZ9ZXoPuPs6pvxRvjmAz0Ge/zs8lHkjtIsxqi98bkVu4TEYNPu5M73EgtpGMwaPBhZEXQFTPuI+cz8JgPeC9sSARV4FPQO8gQO/vD5p/S18ov2zfQ/7CjjudpizurCnMGaxaLKZdYd5wbzNPsgApcFTQigDGQTEBhSHG8gkB/gHZUdrh74G6Uc5yAGIusgQCITJCcfDBquFQIME/2n8HzjitTzzSXPhNiA7sYJxiW1PZFMA1H2SHs4LyXdDkz48uiy3KXTP9Es0q7VlNrn2zrdauBm4lPlneuC8yj5of6I/zv75vat7+noZuh+6yDu3/GO+Bf9av2m/c/++P2d/ET9iv0e/P37bf1CA+YHHAz7E/ASaA2jCCj8G+hJ1tzHSb4avP3D3tf66WP5KQsgGPEdqiDCJLUoMyrDKA4pLSpCJe0eZxrtFE0JNfuO8SXoZ+Gs4JnqlvymC4sYIiNPJSYcaBA0BKr5KPLO78r5LwcgEGkZCSCSG6YSYwje+f3nfduC1LXU/d1z6k76kArnFhAbYRxSGawPyANB/JT36vCn7l7yLPES7DDqX+H10ujJBMWywH/EAc+f3L/rh/n4BbAMrwt+B3kFLgIiA0IJ2wsBD2APgAlhAgv8W/NV64rozuiR7Pfu0fX4ADcIORBvHKgjwiBpHssZBBDhCN4EzAE0Au4F9wh/C+QP8xGRD7MNvwtFA4D2KfF18TT2nALOEOQapRpgEWUD9PHr4/TbAdxp5ULxLvns/wAEmwEt/zwAzwL4ByQSpBdCGeEYvA6U/1v0IfPa9Az7ygadDLgJ1gIM+rjvouoc7F7yRPomANwAU/cS5p/To8P2tUiqy6dAqvOuSr1t1ZDxBg1DJuA0lDYRMQwmxRhrD8kGM/4U9nbrLuON3YXY1dny5n74xAkYHx4xTzfyNtY4PTeSNK84/jvMPNc6/S8QHuAFC+ZqyUW4B7E6tULG0twQ9DkIRxcTIH8fBxbpCkn/lfLG6pLmuuPj4uvijeLA5OHpfPKR/MAFDg0VEOIONAqdBZgBz/tO+Tn/rwQRCUgUtxw2HwIgvh3LFh0MawL/+1f5sfki/j8IwRBTEGAJY/h/3nfGP7TPq7avu7pVxn3R/deZ1tzU6NP71CTaj+Vp8yH+1gilEYQTaRABDE8F5fta9LL0jPi0ABMLrRNTG2kgcSA1Hnwg/iD7H9UlQy6tMGEyCzQ0LmcpvCRJGHwJdvzw7aresdfE2KTc098K4Vbfh9YXyhDHJdI431jt4vwiAYb45Oxs4w3cHd1c6Db4FQlxGk8qFDZnPmZABDj+JaAOZ/V/34zQ6c3Q2g/usQA1FBEhnB5lFRIMLQF4+YL5wwDwDGIXzyEVKYomER3UEAQF8/cZ6vraos8gxeO7zb41ydfRPNcq3L7dktd9z3bPtc2Ey1HVruLP7Sb+/Q4SFtQZdxxSFw4NEQb2/tP2zPQC93j3TvmZ/aoAkwRJDcMccS7AP4hRZV4rYHpaek6TOcIeAQaI88vlad1w22TbCdf7067VF9bG2EriV+w+9D336fR17dbkeuL/5r3yggGNDAkUDBa7EokMIwQ/AdQBwgTgCvIPPA/MCO/+2vHF6VfnPugj8Jb7/QSGC3gRkhLvD0gOGAt4CfcH7QbBBR4E+wMdA9UD0AehDz8VrRh7G2wVygZG9wbpZNpg0MbMTst5yynPc9V/2cPc692b3oDgIeEX5Bno/eqX7jT2BwBYCkQUUR0CJacphSopKPgg1xSlCHf9FvPn6x/pLept8H/5RAMUDb4WxyFRK1YwzjFYLtkjZxnlEl0KGgII/lP6z/eA91X5Dvwk+zD6mfv3+wr66PmQ+4n5O/YK9ZbuB+Qs35ncLNsC4ZTsHvXH/ZsHJw96Er0TiRXiEfYNYg7oDhAMFghtAsj5H/Fr7ifx1/Ql+TT8av3++1/6IftO/rcCZgnFEeEXIBp1G/Ed7SBLIgkjHiIDGtYMYgBz9PLrx+mZ6sHst+vK5ifgb9pC1oDVGNp34MvmA++A9r/8gAMWDPEWNSAKJekj4B57E5sDQvWD7JblQOHK5lbtEPMv+bn+TQSNCdcRdRjRHXoggRrGDvIBQPXw5kjfAeFr58zxrQCnEXoc5CLeJQEjwBvoFKgR2Q4uEb0YAiDiJNcmFCLXEbP6y+Bqy/C8SrrcxUbX1+pY/jkOLxb0GCsWxxCSDPEJKAwqE+Aa+B3bHT8ZBg5tAKz0UOut473eSd703rXfNeWI6W/ukPWE+yMCHwmyD+ARXxJREf8NYA2eDusQHBUCGFIZ+Bh3FmESjQ10CmIHUAaWBvMFrQXFA+wARvy69entuuYT44bi4eYg77T5WgRODekTmxUpFNgQwwq8BN39s/Xk8EXvWO0O713y0PH78Xj1efphAa8LnBZ5HpAhsCL3IIIb3hVzEDoIOgG3+xX0su1E6VLkneC/4hTnue0++LECMQuCFBwddyPhKHorqCiKIBcXbgwYA338ifes9hv3jvfX+fD7jvi/89XxPe7I7F/yU/pwAukLuxP8FsIV6BIAEJMONQ3YDe0OYwxlCK8D4v5d+aT20PVp9YX20/Wf9Xf21/Zc9xz5IvvG+i/7+fu5+8D9QAICCJQOpxQHGfkZaBfWEwURqw+LD58S9RWoFIUSxw64B3IAGfyd+b32dPVn9P3yFPLE8jb1a/ofAKwE0gfZCJEHugJtALn/wf4dAO4C8AWSBk0Hrwf7BXoEbwEe/bj6HPmc9674Nft1/QMAMQLrBOEG2wbMCGQK9QpPCyYK+ghqB7kFkwS8AwkDCwOfAt8CAgLX/3T+IP2B/U0BeAchDXUTIReuFsESDgxyA3X6S/QM8GDuge578dH0r/ew+yb+w/7J/nf/hwDSAgUHKgujDTgOjA3zCnwHwAQYAqn/WP5L/ywBxwPMBu0HmgV2AQ/92vd1887x8PE485D24vugAJwENAiBCXUJtghACKoHVgcFCHMJWgtNDckQpBLgES4QBgwCBnAA6fty+G73uvjx+zwAuANCBrsGIgQ6ASr/jPt4+Pn3+fdA+U78yv+EA3UGsAmRDSkQPBHlEO4OMQp2BUAAd/qV9e3x/O/u74HxGfM59XT3v/ql/uUCLAb+B8MHNgbCBPsCmAETAQUBewFHA94E+QYECYQK8wtxDv0Ptg8LEPANuggyAyD+N/mf9k74dPwZAaQDGwS0Aef7CvfQ823yRvKl8/P1PPgy+r36y/uP/J79IgC/AyMGfgZ+BbMCwv4i+4j4afaK9RL3OPpw/f4BFgUfBeAD2QFM/sv6kPkd+dX5JPxJ/zsC8wRACLcLdw7IEDESmxEXD/sLGggEBFABZwBoAdECEwbKCM8JugmkCKUGbgSVA/kCHQPMAUT/MPvp9gPz9fBw8SDzXPfG+14AAgaqCr4NzA9wEE8PiwyfCHEEUwDm/ML7cvs5/LH9N/7T/Sr9yfsn+mv5KPjT97L3g/dO96X3zvbL8yXxL+776w/stu7i8vz3Xv39ARkFGwa5BbUEIwNLArECZQP7A6sEbARUBB4F1AXoBw8LAwxOCxEKtAXl/1b7/fdB9UL17/c5+/n+sALdBRsI0giQCMYHSQZYBbsFFwcMCakL0Q1tD4IPCA4iC0EF0P54+hX3cvUT95P5Wvpn+k35HPaS8lDvsu3/6yzrFOwR7QnuuPAh9kD6Jv7iAsQFEgc+CHQJEQqoCtsKCAtJC/AJLAjMBTkDmQCA/i7+z/0J/9YAEAKxAtACwgLUAZYCHATJBtgJkAvvDIELNQjqBCABZv32+Wb31PMz8OvtWep86CnpW+pM7ErvsPKU9Mn1tPe0+P742Pni+p78XfxN/BH98PxI/e/8Df1//Bv8YPxV/lcBkAPbBbMGKwdgBSEB5f0o+3T3OvZ4+Fv7g/5nAncGnQhUCisMKg7BEGYSXhPAE1sSIw+mC8IGHQAY+c7yt+1t6qzpIOpR69TtDPBf8wr4XPuB/5sDIgYrCAMJ3Qj5BxkGewNiAZ3+uvpE+Hn14PMF9O3zWfXc9xP5bPrV/Bf+yf4sAPwBQALIAg4EiANJA0YD7gAJ/mz7QPfq8zD0Afat+Ez99QLkBdIGIAagAy8BQv82/2MAHgPLBJUF6QUBBVICjf+S/Vj6qfYr84jxJ+9j7aTuQ++A7yzwefAZ8LTwYvHn8Vr0Rvdc+3cAbwRqCDALzgkOCM4GiALs/Sv7ffZ18Q7uJO0I7bDtBPLw9c/6pP9XAxAITQv+DH0PsREKEpAR7g+EDFUIeAMS/9f7Pvpg+CH3V/gk+NH3vflJ+6H7b/1t/9cAiwL3AiUCfwFc/w/96vvE+cL3TvZz9NjyVfKM8rHz9vZ3+z/+m/+xAfcB3//8/pn+ff5r/wIC7gROB2AJxglZCXQHfQNR/Wz4PfV88efwQ/Nc9Sb3g/po/Qn+KP6q/U/8m/uk/G3/mgKoBCoHCAlkB0AFfgTrAC/8BvpF+UH2hfSF9bP0vPRI9Rj27fbA98r4nfnU+7X93fz++438VPuX+ez6o/7Q/8YAQQQ7BsAEVQJNArsAjPyW+y394ftP+Qj6Wflz9UP02PN18vrxF/PZ9Un3bvnO/SQB4QOnBxMLOQz8DO8MgQwDC6wIPwZaA/AAEv2x+n75kPg8+Fb67fwS/mIBvwRlBdgGBgprCCwF1QOr/8z4q/Uv9MnxGPLu9P72UvhB+/n8KP3d/Rr+kv1b/Lr6M/o3+VP4Ovma+zP+3QDTAi8D9AJDADD9H/zH+gL5A/l/+cj4tfiq+Wn6L/yl/mECwwaMCJYKUgurCFMFngKf/6P80/ur/Ov9WP5e/7sBkQGIAVgDnAM7AgsCiwKuAP//g//N/SH8Ivo4+Xr4z/ix+r79Bf/Q/xkCzQHqAZ8CwALTAeABNQF/AD4BFAF6ALb/W/9D/Lj4hvTx7y7s6OgI6Bbru+/O8wn6DABhA8kFfwhBCSUJVgm8B34FQgQNAh8Av/90/xr/LP5P/QL82vp4+dX4Xvnh+Sz6mvr2+538c/zb/aX/mQDAAp0FCgeDB84ICgmICJYIigdCBrIEoQNlA6wCogJTA+UDeQRGBq0HvwcBBzwGvgQzAmUApP1w+5P5xvWW9Br2d/bC+G39lP8zAIAAxv7E/M36fffc9PryCe8Z7Arr9ene6lXtt/AU9RL6kP4yA5oH1QktCrkJ4gjuBvwEVQSqAvv9Qfv8+L/0o/Qp91b53Pz2AdYFlwfiCacKfAr4CmQLyQuwCqkJOQckBGMC5QCw/vP8Wvov9snxRe2t6THn5OYb6DPqrew2707xUfOZ9Pz11fe3+sX96AH2BqoKaA6YD68QQhAQDf0JxQX6AeP+svxA+2b5y/fD9vn1OfYS+NX57ft7//sBHgSHB80HJgaEBakDgAH7APsBFwNmBD4GFAcbByAGkwSbAsABMwEyAE8BbAGKAKn/Wv7Z/Iz7fvpN+6f7+fp9+un4rPYM9C/zHvJw8in1+Pb0+U79s/0H/t38/fi49YzzjfEp8mD1nPiD/H0A5AKyA1sEigKA/5r9EPsw+aj5avq2/B//AwEzA0wD4gHU/5H91fmT9xj3NPcr+bH8uf+LAWgDQwOQAEr+//yl+YX43/lF+l77Sf1S/5sAMQGaAJAANf+O/EP77vlx+I72Jfau91n59/qE/PH9KP0S/DH8BPya/KP9Ev2p+3P7mfnz9m/3k/gv+Vb8uADvAx4HiAmlCiALCArBB1sGIwXgAl8CawI/AFb/Uf7b+2L7SfoN+Fj3nfcG9832kfhm+UP5AftP/Lv7zPtt+7H6nftH/Bv9U//jAAcChQMuBrgHcgcOB90FCwIT/Rr57fQn8cXvavBv8073YPrX/lIBeQF8ATMB1P6f/Pv7VPrw+VL6d/r6+uH6Pfr1+Lb32vVs9IbzMvPk9NH38PuJAMMFWglyC+kLvArkCHUFoAH5/vX8Svuz+sH6nfkO+PX2xvQt9Cj28fi0+7IAnAT8BLIESwSYAj0BMAP9BbAIGQunDPkJTwUhAbz6dfYX9Rz0LvR19Rb2L/aP9Sb0vPOa8y70qPZq+jP+tQINB0EKDwxYDGgLagkFB2YE7wIeAXgAWQCP/03+Jfzm+Cf0WvDc7JfrI+2j76vzC/kd/ocBwgSEB3IH2AXuA9EB+P7A/Jf8Xfz3/Jj+AADsAC4BUABs/4D+cv3e/T3+Pf5r/kb+Vf0a/A377vqm+4z8zv2a/8YA8gC+ARcD4QMgBHMEtwTgA+UCdgKCARQBAwELAcX+HPzt+ab2nvR99Cb20feu+mn+WAHVAi4EtgUBBe8EIgbvBa8EPwWQBCwAzfwI+qT1WvIw8vfyy/Nz9an3x/hG+QH6NvqW+pr7xvxc/Vf/DwG4AWYDpAXqBqEHRQj5Bq0D6P7R+bb00fDW77zxQvRK+Kr90AACA8MFEgg/CgMM0A1zD5UOTAwaCxwJjgXeA4wB+f0j+/X30/Wh9bj1h/Zz+I/4P/iJ+B/3a/V19KvzFfOe8+r1Z/nI/F8AxQTCB8wImgkwCrwI4waqBicG6AN+AjkBI/7g+0L6Sfi99yj4T/iq+d/5gvdr9ILxtu1a6zbtqPFg+LgBTAs/ElgXVBhCFEQP4wjWAK/6Qvd79EHy4/Go8UjxSfGJ8VnziPbC+cr9ugJtBggJUwuGDFsN6Q2jDIgKWQhXBAkAof1z/Nn7N/wa/Zr9FP2Q+4D6YPlK+Hv5ZPxY/woDLgbkBrIFQgO5/gv58vLL7LDnv+Oo4s/ldOoz8Aj4df5lAiwFXwduB4QGHQbNBVoFPQUOBtUGUAeXCF0KyAsBDWIMXwlDBKP9JPZ178vqSOiA6ErsTPEu9RT6yP1W/+YAQgKvA1kFDwU5BJwDpADG+yP3kvT58KbtwO748Yv1dvrtAPMGhwhTB4gFagHj+733O/W48/7yQ/L48mj0lfTK9Jv2n/g++3v/FgW2CjEPAxMnFCYS+g1YBwv/R/c68tbvIPBX9Kz6GQAVBD8HBQjRBogF2gOoAiwCAAHZ/2f/7v3f+4T6tPjY9p310vOp8eDw7O9l7vrvNPTF+Nr+kAaNDAMPFQ/bDSIKFQQi/7v6LPX68EjvQO8/8eL1dvwvAkwGAwnCCIUGtAP9ANv+gP20/jIAO/8N/iH8YPds8rjw3vA28UTz+PYp+oX8rf62AKIBtwBh/6n9k/qr95P2QfZS9t/3VfoG/e//xAPvB7cK0QvyCsAHqAOf/u341fM68MrtmuzZ7lvyBfYL+hX96f34/pv+IPtu+OP2vfVk9vf5jv6KA0gIUwz6DooPRA7eC/0H7QP6/3f7Yvfj81rxEPAJ8Wn0gfhd/GEALgOrA5wCFgJNAkcCcANeBQ4H4AY8BV4Dlv/K+5r5v/cS9kj23Pbl9bn1JfeB+Kr6L/8eBMMHwwkcCoUIuwT5/pH5z/SP71Xt/e6v8Xv1p/rF/pIAVAHZAPz/iADnACgCMwVxB1gIYAnLCrsKHgmmB7kF9gH//Ij4+vQq8sDvDe6M7QjtKezo7PzusfD+8h325Pms/QgCvgekDXgRyBIVE4cQCwqxA2X/2vnE9cf1Q/ar9rT30/gN+o/7k/yE/Vb+Lf6m/Rr9qfy5/On8W/7oAMECOAS7BQcFowIVAXsAMgCT//kABQSkBHUDFgSFBF0CAQDC/8v/qf1E+3v7Ffw/+0v7AvyT/EH8UPpj+D34ivgY+T/8vQF/Bs0I1goKDfcMMAqEBqIDBwBK/Dz6Nfnx+DX33PQb9LnzSfIl8eby7vTx9p36Uv9EBCMIPgv5DHkNCgygCLQFCgSJAo0AKQEVAsv/kfwT+nT4vPbq9n/6af6RACQDUgbQBvAFdwbyBTEEygPpA9ICGQFqAMD+N/wj+4j6Ifnl99z3XPbN8+zyq/Km8TLyU/a0+ZT8tQCoA4sFrwbZBiEIRwlfB9QEqQNHAVv8j/gL9zb17/Kc8672Qfgx+XL7N/3G/D77DvnN9fDyB/F+8d704vrbAaQIvRDnFU0WVBWaE5kOHglIBgIEqwBk/sz9QvzQ+kf6jfqO+sz62vos+PX1+fat9q/17vl1AJYDIgepDvYTmhTWFLUVHRMXC/ED7f7A99Hwxu5q71vvVfCL87j1IfWL9Uj1cvOG8pzyz/Nj9tj6zADgCOYOPhJhFfMS+AuKBfT/1Pnw9Xn1Evhv/aMAgAMRCOoIAwVvAqACnAA2/iYAXATIBacF0AXhAun7K/Q475/rGOoQ7FrwD/W5+fP+xQLGBQkIIwgDB4QF5gJo/y/+ef50/ZD9hf6G/df7r/qN+ar3wPYV9v70IPWr9Kjz6/OC9P7zSfRW9db1y/VZ9035A/ua/X8AagLXAtwC4QCu/ov8gfoJ+87+KAPRCYYR0BQZFBcSfw5KB/sB3/9d/fb69Pq/+zP7Z/rc+uj7+/vq/ZIBBAToBeMHCQiiBR0CY/61+nX3M/S98tLxM+8q76/w0O/y7+TxwPID9M/3tPwnAQQEVAY2CMwG6ARxBDACoP78/I38Tvuh+/j9aP9DAGEBtgBW/9T/fQLyBrEL8RDCFPkTlQ/KCcICB/pB8YbsUOtk6//ttvNG+af7Nf0KAG4C7AJiBnAKHwq6B4cDkvs88jbrt+QI4W7iQeZb69HxEfnf/v4CCwY1B6MG5gR7AV79ovky9hn0T/MZ9BH16vWR97H6nv7YBKEKLw5NEkMTyw/uC/sHRQEC+pL1tvOm8OLvk/Pf94D6xPyIAMsBcf3K+QT5UPbT9cH6AgIfCPIM7xCJE0gSIA9EDdMKzgb5Atb/xfvJ98T0wPL+8HXvee627Z3tdu6k7wzxp/Qw+q/+wgNyCUYM1gx2DHsM1wvqCA0G3wTGARX9bvvD+kj37fV2+Hf51foc/poApACZ/8P+E/y9+Mb20fYc+Rv7jf0EAQICzP7g+rj5s/i6+Ob+TQdSDU4RmRKDD78HJv9492fzJ/NP9IT4KP2l/Qr6iPbZ8jbtOer17M/ytPhGAGUI8wuPCnAHtwP6/S/4yfV89PzzG/cI/D3/PAKIBNoCVv5P+kT4tvUN9aL61QIwCOsNPBShFEoQrAurBn//HPmo8+buq+197Z7tm/HH95/7TP6NAvIEowMcA/oCSAKaA+QGnArVDJwOKQ+6CvsDx/5o+ob0he9a72Xvjus16tXtxe+M8kj5ff/kBAsI2AdABkEE9QCe/Q/97f7sAIIAcQHpBCYDt/8FAYEBjv7O/TwAmP9x/Q7+zv9TAKIC+gbcCCYJ5QfGA179XPdo8pDufu1Q7jDyIvdL/JkChAZ4CE4I0QXnApYAhP/P/9QBtAVVCPkIxghgBTT/H/no8xTvI+1O7Djs4e4/8lr1kveY+qL9of9fAvcEcgebCRoJjAZ1A/3/1Pmj8+Tzi/Z9+Lf8aQThCYcIJwfZBRAAe/ig81bz+/Sf+Ln/Fgi7DMQMUApzBKz8APVH7xjtqO4c8ab0bPs4AdcD1wVkB2UGdQSFAV7/i//d/gH+xgAzBNMDRQN3AxQChf0/+aX3tPRd8RLx/vF88gPzmvPq87zzs/OR9Kb2W/pU/hMB1QSuCGUJ2wcpB+0GMAPg/kz/hAAzALUAuwRqB28F2QOlAtD+IPgH8zPwee6c7gPyE/iP/UsCCAemCgwMEgw+C0sJ6QaKA50A1/9r/67+9f5fAYEBx//6/8T/2/vs9YHyR+/I6nTpjO2b8x74wf7WBhQKNApNCacG7QG7/Yb7c/mG+FX5B/qH+Rf6Dfz2/Pf8jP8ABFgG2QmzDdgOZA2DCQcF7/7792jzVfGn8KzzMfm6/UcBoQWoCOgHWgc1CFoG4QHN/ln9CPmD81Ly+fE18PbvCvO/9hv5OvyUAWgGXgctCMUIrgYpAXb8mfoZ+GT0IvNr9fv0bPNT9Mb3XfnL+oH/DwSEBlEHNAnyCc8HCAXJAlz/Mvtw+Wb4efdL+HH7bP0d/pIA8AGiAMj+u/92AJD/xgCWAyYFOQVeBrYHOQfiBTAE7gH//q/7ovin+C37S/3X/+MCcASqAhUAav4//IL5YvjU+bv7S/0T/1EBtgMUBHcEEQVtBKEBAv/P/ST7yfig92H3bvcQ+QP8Xv7KAGsDwgL/ADUBuv9x/Bv7Nfx2/D39v//9AX8BZ/8q/UT7dflC+PD50fz//3MCOwUXBz0GMQSNAef++/tR+y780fwLAMwDnQQ+BRQGBgRX/zT7ffmy92705fRW+YP6mfmu+0v/V/8//Sn/DwNlA3kCHgbqCacHbwTIBCgEFgDS/g4BBQHl/9v/yv+u/lz86vro+Mv1n/JO78TsCezf7CHvQvOP9yD7u/1FAEEB8QCaANH/Nv8Q/1z/AgFRA50E8wVeB1MH3gX/BE4DvgHaAaMC+AOGBaIHewjKBjMFTARPAij/Qv2b/Sv98ftk/Lb/sQKOA0MG3wlnCTUGswOcAcv9b/mA90z4J/k++Wf6rvsx+634rfdr+Bb5yvlT+4r9T/54/Vj8T/yW/J38mv6cAaACbQIqAikAufw6+ov45ve491f4lPr8+0b9xf4W/1n/C/+X/Tn9j/7w/gv+MP8CAf0Aa/+a/R38c/hM9G3yN/Na9HP1UvmF/cb+Lv8uANT//P0u/Xj/EQHRAJ4BPATOA73/xv7T/rL7XfiF+Aj5PPef9Vj1PfbY9pv1l/Wu90j4+fXF9or75vyW/C//UwL8AR/+wfwr/rH7n/iy+of+dv+CACYEHgh4CTcIHAgPCZIHtAP6AXICsACE/Qb9v/4S/5L+1f+aAOv/9f6U/Q/9G/6//3kA+gGCBZcG9AQCBHQDJADh+/j6Gfp4+Kj4ivno+In3/fbK9bDzrvMe9db1g/eX+bn6/vqd+tT5pfiB94f1jvS79Wn2M/Ym+KL6ZfpF+gL7ZPy5/d79i/8cBGkGtgaaCEgKWQmYBgsEMgGE/fT3vPPy8szyaPK181n3zfkD+n36+voc+3D6PfhY9734JPjk9WL3z/oZ/K/8b/+oAeEBTwGWAJb/ePx6+I30YvE58Hjvhu4u8NLzFvZB+Ln7pP26/tf/bACmAVsC7gH6AH0B9gG2AD4BUwNpA+UBMwM0BI0B6gBTA/ADNQKLApAEJgPQ/pT8+vs9+E3zgvMf9rD0efRR+Tb8Lfzq/eIAsAEWAb4BUgKBAT0AmP4Y/Pr4evYj9EPyz/EC8sDynPNg9Ef1Lfey+Hb6K/5JAsgEbgbIBw0HeATP/9z7yfiZ9NDxbPJ/893zAfZE+NX4Vvkc+ST4IPja9z737PiH/On9NP9jAvwDUAHK////h/wK+WD4ifh+9oX10vYi9/32yfde+YH6G/uo+wH8c/xv/Y3+1f7p/+kBdAHm/6QAGAFr/gz99v7H/7X9HP14/jL9uvrk+tH7wPq1+YX5tvgq9x/2ovUB9dD1rfZ59wD5fvtW/av9e/8iADn/aP1W+0r5+/Z69cn00fWM94X4m/iY+TH6O/nr+Bz6mvvL/Gb+rACsAlkDGgOVAt0CfgFb/w7/Mv4c+zH5+Pgq94T1UvZw91n37fih+3f9TP/MAAEBCwEAANX99ft1+3P6Evmu+Fz4O/jp9hf1Pfau9z33pPmf/voA9wAZA+EEDgNcAacCQQFF/Sf9jv3H+V735vla+nr3Afmm/eP8TPtB/psAGP+w/RwALQLJAHX/LgHnACD92/rl+nX50Pac9l33dfjY+Lv5F/x3/UT9if2O/vv+8f1N/NL8S/2N/Pj7j/3C/qH9g/3T/Sr+QP4W/sz+vAAMAbD/C/9i/3X+yftP/KL9tvwT/J79U/9a/8b/6/84/+P9y/tB+hH5afhQ+AX5a/u4/cr+w/+oAEQANP9F/r39a/yU+3n7aPoB+tD5Yvll+Ev4uvhH+Cv5HPr++kv8IP0C/vr+1wBkATUBCAIPAc3+DP1l+yT5Yfj0+C/4oPgb+gL6wPnb+vH7dfuq+xr9n/2t/LD8sf1J/d78bv7c/4kAqgEfA8sDmQPdA2ED9wGLAbYA4f6O/hz/4v4f/9EAzwGeAoEDSgOJA24DwwGLAEoAvf8q/jf95v2z/Sn8xvsP/Xv9SP22/nsBIwJ5AdkBFgGj/9P9ovvP+lf64fhp+DT6UPvu+hr8yP7A/3z/AQF/AnACjgH2ACMBAAAI/hD+Mf64/LH7tfvw++37GP2u/l3/Nv8C/0D+Vvwl+0b6VPnu+DT5pvn9+Uf77Pxr/Rf9jf14/Rr8IPvK+/77Ovvy+8n8RP3n/V7+bP8FAEP/y/7z/Q79lPyy/En9/v1j/rP+NP/X/jL+sP1f/bD8ifz2/Dz9OP14/SP+SP44/hn/dQC6ATsDBQXnBa0FKgWfA1YCcAGFAOz/zf/m/9b/kf/E/+z/Df/r/iX/7f7P/gX/B/89/iL+sP6B/mz+Sf9+/73+6v5K/9H9vPyE/cf8y/ub/FT91PyR/AP9iPy9+9b7E/z7+0T8pfxt/AL8vfsV/GL8vvxm/rv/5/9HAFwBUgESADIA/wBFAEX/0/8eAJH+Bf6F/sv9rPxS/OH7/PoA+jH5H/lm+GH4Wvof/G38DP6CAKUAp/+7/53/oP0G/Fv8uf2+/ej9mP7h/hL+uPw0/Hz8h/yT+1r8nv0V/hr9Tf2A/tz9/vwe/QH+0/yX+5L8QP0+/Pr7hf1h/TD8p/wI/UT8tPtG/N776Ppi+jT6RPoI+hn7tPyY/Sf+sv4J/5f+rf2+/Sr+Kv4T/ln++v6n/tD9If0X/DL7lfqt+ib7GfxY/er98/6N/+H/AwBH/3D/X//P/mP+hP5I/pP8qftO+4D69/mS+n77cvvT+xL9c/1u/Wb+Jv98/kT9S/0t/ST8+vuk/LT9Mf2d/J/8g/tk+ZH3zPdf+Lv4u/pE/Y7+Kv/M/7v/yv5y/vT9cvzf+yD8c/sP+yj8g/2w/WL9pf2x/ED63viy+Jz4wvgN+lX8svwa/Nz75fu2+xb7cPwv/l/+tP5v/wr/Rv7n/Vz9QP1w/WD9wPwo/MX7ffqD+eT5r/oj+5X7BP1I/pb+G/9QAEABeQDR/+3/JP9r/Zb8G/0G/N76Ovsd+5H5bfin+Pf3Fvig+fv6PvyA/Nv8RP1p/Mv7Lvz4/Kr8PPzG/MH8N/s6+uz6bvsc+8L7cv0R/l79E/0Y/sH99fxX/fz9yv3N/OP8Xf3v/Gn8Gf2O/SD90fwZ/YT9Rf0L/S39O/0C/dH8Zf2L/ZX9Lf40/jb+3P2k/Q39A/1D/WH9Af4G/m3+XP4N/oD9PP0G/XD8cPyK/Mb87fxT/UD+qf6E/tH+jf63/dP8XPwO/DH7H/tw+2v7Lvut+2T8Rfyn/Pf8PP3u/ET86fxr/LH8N/09/UT9MPw8/FL7Wvph+jD6Dfoi+jv7N/xk/M39DP9d/wgApwD5ABwAeP8V/5b9mvwm/M/7ofsT/OL8SP1+/pb/7f9hAN0AqgCY/7D+uf4o/VT7CfuB+of5s/ma++v8Dv7c/6wAPACx/7P+lv3+/Jj8MvwA/Lv8QP1N/XP+Cf8t/yT/bP/c/2b/9/4I/kv9aPzS+zf8M/3o/a/+Z//D/9T/Pv82/1X/9/7J/ir/Of/i/oX+r/7r/qT+lP64/pv+tf1d/Wz9CP3c/DL9jv37/XP+8/7K/2v/n/93/9b+e/7J/Tj+nv2N/Wn9XPwn/Kf78fub/CD9nP3T/b79hf04/SX9i/2W/QH+WP6C/ln+zP0H/sr9W/3//cX++f78/gUAjv+2/sX+hf70/ov+CP+//5j/UP8L/1r/uP4j/pX+zP5M/mj+kP5P/g7+Cv6Q/oP+qv7A/o3+VP4Z/gv+S/4I/hv+gP5z/rf+Pv9L/4n+Rf54/Rz9E/1Y/Q7+D/4R/mL+cP7o/V3+lf7N/X39ov1X/e/8af3c/RX+8/6B/6X/lf8x/13+Zf2A/bH96P2G/g7/Vf8F/7v+nP5V/sL9nP09/qv9pf0v/tH9Mv6u/v3+5P7a/hn/k/6u/rL+Dv7C/Tz99PwW/a39Q/7S/iv/9v5e/vr9xf2B/Z79Kv43/j7+fP7z/Vn9Av0C/Yv89PyN/X/9aP1S/X39RP0a/Yj9Av6x/cf9JP4S/tz9M/6h/mD+Uv7U/Wz9SP3c/BX9e/3+/e39Kv50/tn95/13/aD9hv2H/Uz+7P0n/jz+JP55/oT+3P7Z/nP+N/7E/Yj9Zf2q/WT+2/7q/ub+jf5R/cP8+Py9/Br9Tv70/vj+Jv8D/yr+0/3a/QX+TP4m/lP+I/6d/Uv9O/1X/Vn9kP0H/v/9w/0Y/gb+2v0B/i7+PP6S/WT9oP1n/a/9B/5n/nr+Sv4B/n79Gf3V/CX9ef3e/V3+sP6k/k/+FP4G/q39rf3L/bz9if2n/RP+0P1C/oP+U/5d/jX+K/6R/XT90P2h/QP+Mv5S/jH+9P3Z/VH9cf2H/VT9lf3b/cr9jv1W/WD9PP1o/dr9+v0+/jD+6P3J/bX9ev0z/Sj9bP1P/aL9Tf5P/if+F/5N/qD9cP22/Wr9k/1o/WL9cv2K/cX9C/6C/oz+sv6D/k7+Gf5j/Vj9Dv0J/Y39t/1Z/l7+gP7D/kH+VP5T/gT+9/2m/cf9tf3i/S3+OP6S/lj+df4K/tj9Cf7h/Qz+QP5V/g3+OP5f/h3+Vf6n/tP+rv6d/ur+kP5c/oD+e/5//lr+nv6L/gT+Wv6D/lP+V/5j/sX+hv60/v3+lv54/lD+LP7b/f79P/4u/lb+nf63/oj+0v6r/nL+if6A/oD+b/6a/nH+U/5V/kz+gf53/qj+yP7C/rv+wP7N/rT+5v7z/hb/wv6p/q3+R/6C/qz+wv7Q/ub+3v6l/rX+s/6v/qj+pf7i/u/+zv7p/uL+n/6f/sr+AP8k/xv/Kf8B/9v+3f7S/vX+wv74/vH+8P4i/8P+1v6U/oj+vv7D/iP/Cv8G/wv/n/6W/oT+d/59/pX+3P66/tH+/v6D/n/+mP53/sj+B/9D/1L/LP8y/9r+4f7w/tn+B//B/vz+AP/a/j3/Ef9C/1//VP+W/zD/V/8y/+r++/7f/hT/EP8h/1X/OP8y/17/Lf8e/yP/Jv8r/zb/WP9R/z3/Fv8m/xb/GP8r/x7/M/82/0D/Uf9q/07/V/9K/zD/Jf8S/0T/+/4P/yn/+/4Z/yz/TP9D/y7/Qf8R/+T+CP/1/hX/J/8z/0P/B/8K/wT//v4l/xr/Gv8i/xH/Jv/5/g7/Hf8f/xz/IP8n/7n++v7l/sX+7v7o/h3/3P72/hD/5f4P/+D+9f4D/8z+EP/n/uP+1v65/vL+sf78/gT/7P4b/xf/Lf/1/gL/Df/v/vX+BP8i/wj/6/4L/wb/HP9F/0j/O/8d/wz/A/8X/wf/NP8u/yL/Ov9K/2P/Vv9X/zn/G/8M/yP/K/8w/xz///4V//b+FP8t/zj/Uv/+/hL/+f4I/x3/Av8+/yb/Df8A///+5/4J/x7/NP87/wb/Ef/L/qz+0/7t/iH/H/8g/w//5/7H/tX+7P7t/vz+5/76/gT/5f75/ur+5f7e/sj+//6u/pL+nv6c/rf+vf7z/vH+3/7Y/pz+jf6j/ov+s/6O/pH+s/6M/qv+jP6t/sb+pv7U/rv+rP6r/qn+rv6J/n7+fP6R/p3+xf69/sf+zP6j/s3+tf7T/sD+of6c/oT+sP7D/sD+2P7k/t7+1f7y/gH/5f77/un+5f7y/u3+Af/3/hL/Iv9H/17/Tf9Y/0f/Wv9R/0H/Rf9A/0b/Hf8h/yD/Tv9m/0//f/9x/3X/ZP9l/3//V/9m/4L/VP9Q/1H/dv92/1D/hv92/3j/S/9J/3H/T/9j/3P/e/+L/3z/g/98/4f/p/+4/73/3v/V/7P/nf+T/7H/gv9//3H/gf+N/1z/bP9U/4L/m/+F/33/Wf9w/2T/SP9g/17/dP9Z/1T/Z/9G/1H/QP81/z3/Fv8o/w3/Ef8d/+T+CP/2/hD/E/8E/yb//P4V/wz/LP87/zH/I//j/vz++f4b/yH/C/9E/03/cf+J/5T/sf+X/8r/1v/Q/8f/qv+l/6n/2P/R/77/zP/3/yYAIgAvAFkASQBTAEIAVQBUADYANQA3AFcAYACRAHUAcgB0AIQArgC4APwA9QARARABKwFdASkBPAEQAfcA7gDYAPEArgCOAKgAmACgAMUA/AAlATkBagGdAdkBFgIlAj8CLQIZAhsCBwIbAhgCFgIHAgACEQI0AlECLQJXAkMCWwKTApUCxgK1AswCvwJ1AoECigKUAoICSAJYAiICEgLqAbsByQGjAYcBbQFFASYB9wDOAL4AlwCOAHYAawBdAA4A+//c/7f/gP9E/1H/Ff/f/tD+ov6U/oz+fv6c/qf+0f7L/ur+Rf9A/6f//f9jAIgAfADdALYAxQDuAOMAJAEOASIBWQFPAYMBpgHJAQQC/wFfApYCpgL0AuoCPAM8A2EDzwOjA/kDEwQLBA8E9AMiBM8DxAPJA7gDqwOCA60DlwODA6YD0QP6A/QDLwRdBDsEQgRoBF4ETQRCBFQEVwQhBBwEGwQKBO8DuQPhA9EDqQPUA+UDDwTsAxwEOQQOBBgEGgRTBEQEPgRhBHQEbgRKBF8EdAR7BGAEjASYBFgEkwRwBEoEVAQrBFMESgQ8BEQEPwQyBAEEDQQhBBIEGwQIBOsD5wOQA2cDjgNDAyEDCgMfAwYDsQLuAuICwQK1Ar4CwQKbAqICrAKgAnwCogKGAlYCbgJfAmsCOgJPAmACIgImAhYCHgInAhICSAJeAm4CfAJ1AqkCgAKYAsECvwIDA/AC9wITA/MCDQPlAhEDOAMsA10DIAN8A28DHANWA2UDcQNVA30DcwOhA2YDdQPeA1wD0QOcA4gD2QNmA8kDiwNvA7sDRgOgA3IDTwOcA0IDjAN/A4ADuQOPA6cDhgNvA6EDdAONA4IDgAOhA1YDhgNQA0YDeQM2A14DOANHAzwDMANBAwsDXANLAzcDQAM9A0wDFAMKAyADDgMoAx4DDQMnA/0C8wLtAtkC3ALNAtYCxAKtApwCoAJ7AmwCgAJnAogCRwJXAioCFgJRAiUCeQI3AikCIQLoAQEC6QHzAewB+wHmAckBxgHBAboBwQG6AbUBzgHCAcQByAGWAZoBpAGoAZoBigGrAaMBmAGQAYsBmgGCAYoBgQF7AZ8BcwGUAZkBmAGwAYwBqgGgAZsBnQGWAakBiAGYAZMBfAGVAYABeAFmAVIBfQFpAXYBmAF7AY4BawFXAWQBTwFxAXIBXAFoAXYBhgFuAWkBeAFpAWEBVAFHAU8BbAFbAU0BMQFTAWwBVAFmAWQBcAFdAVMBOQFAAWoBYwFJARsBKwFIAToBPQElATkBOgEtAU4BNgFaASkBHgEuARkBTAEoASoBEgHrAAYB5wASARUB6wD6ANMA8gDzAPEA7wDbAOgAtQDQANoA4ADCAKwAzwDRANwAyQCkAKYAoQC9ALYAsACwAKAAlgB4AKkAzADhALkArQCxAHgAjQBpAGcAggB+AKsAoQCbAHUATwCBAKAAxgCxAH8AWgBVAJIAnwCXAJkAhQCCAIUAaABhAGsAjACbAJsAhACHAJAAfQCNAGoAdgB9AIIAkwCCAJsAjQBwAGAATACbAKoAsACCAEgAagCCAMQAowBjADwARgCBAMAAqQBbAE0AgwCQAH4AhAB0AHUAUQBnAGcAbgB4AGUAbgBiAGsAXABpAGwAfACUAHoAYQBbAGoAVwBIAEkAUgBqABsAKwBcAGkAgQBuAF8ALQAqAEoAiQCVAGAAKQD9/xoAagBwAHQARQBFAFQAGgBbAGEATwApACYAbwBTAD8AHQAyAJcAYABFACAAHgCEAJAAVQAnAC4AQgBAAC8ARQBUAHAAMwAhAC4AfQCXAFcALQDz/y8ATwBwAD0AHwAeADoATgAvABgA1v/2/yYAZgCHAEsAOgA3ABAAIQBaAHwAIQDG/8H/zf8WAG8AagD//x4AZwB9AHMAPgAAAKL/CQBwAJIAoAAgABkAAAAWAJMAxwCMAPH/2/+6/+D/dgC2AGUAKgAjADcAVwA1AGgAQAArACwAEAAcABUAWQArAAMAEwBDADkACgDu/9L/SAAlAAgAAwDb/93/1v8RAFoAPwAUACYAZwCFAD8ASwBpADkAQQDO/7b/uv/n/6sAXQCfADcA9v8QANX/igAIAEoAYwAVAJgA0v8SACAAmf8mAG4AqQA+AOL/7P8RAEUAVQA7AEUAfQDxAKkAbv+a/+P/YwDxAK8AKABG/7v/aADnAIYBZgFbAGv/TP9XALsAlQCdANr/2f9PALkAfgBPAAAAOABfAJUAjQDf/8f/4f+RAFYABgD8/5T/LACJAOwAxQD6//b/TgBXALIAnwEJAaH/uP7j/n4A0AG5AVQBBgBw/9n/GwEPAhIBWP/w/lQATQFbAbsAGAHuAAgBvgBGADoAyf+tAL0A6v+e/2AAYgFAAYYAYgCtAA8BLgHc/2b/uf+m/04BTgEhAVQBeADFAFkAKwBSAQcBKQA7/2b/swBnAkoEfgMtAW3//P6i/9MAVADjAAIBBQFgABn/pACXAEQBQwFjADYAV/+dAD4Aov5u/8r/SAGrAEf/CACKAt4EcQI1/6n9/P5JAl4DfALU/6v8TP7VAHkBhQHb/1X/FABCAqcFewQHAUD+uP2H/yYCYQOgAIL/Tf/LAdIEnQTKATP92/yZ/pUCxgS6Aq3/qPz4/JkAVwOqBJEFiQITABf+3P0A/5D/9ABQAKAA/gDGAX4CRwFJAMgA+QDjAKcB7gCk/xP/Rf8oAVsCWgIjAp0AGQEXAO//8ACeAJcCngOJBKQCg/+G/iUACAJbAmoCcwKJAQ0CCQM4AtUBiwKMA5sCTQP+AQgCLwRCAwoD2AC+/yMA+P6+AJoCIQNxAucA0v/ZAHoDJQPdAh4AQwDmAikD8wMMA1UDrQL4Ao8Bsv7H/voAkwNNAxICAgAtAFoD4gR4BKwBMv1G/6ECrgQEBDX/jv/dAUYEBQZmBCMAs/6uAbkD6QPEAXgAaf+4AVsFYAO4AGwAjwJ1AsYCBwPpAaD/z/9ZAd//ZAKGAvYA+P79/VQBfAOKA/cBkgDr/0L/MwFmBHACPwBNAccBkQCzADUCUgHyAFgCSwK6APP/oQH1AmAC4gEtAT4BmwKbA+kDsQFt/UgAygXjBW8CvQC8/xsAjwXOBWcCWP+W/oMB4APbAK3+7wDvAdUDmASDAkkAGwEhBC4FJgOFAbD/hP8nAQkBFQIdAnX/p/+iAk4D1QKCAmT/OwB9AT8DoAM5/9kAEwD///0CEgR8AVIAWwHG/7QCpAPEAOwA4AENAR4ARgGBAjACIQGzABcC4P96AMcC3QF4AC0AaAH8/3AAIAF/Ad7/8gDWAMf/gADA/3MCEgLFALT/vv/8/yoBjwJ3AQX/kwCtAHP+dwJLAD799gDDACYA6gAqAP8AKQD4ALYCQAJ1AEn/MwC6/2sB5AOTAn4Ay/65//kBywFBA8oAT/70/6P/JALHAOMAbwEJAk0DHgHFAiAAdgBuAsYATwISAUr/Nf/y/wIC8wDYAooCYf+P/3AANgOTA/QBcf/A/iT/sAC3A7gAtv8KAVwAFwMdApoA9gAi/ygBXQIXAbT/pP48AI4AyAJ/AjP/ywCL/4MAcALTAEsBZ//7/Yr/NQD4AeEBkf1p/3gBrABu/6X/kQCW/nEBeQEpAFwAwf/gAC4CEwIhARf/HADmAFD+lABhAMkAY/9PAPIC+v+3/6oB4gJ1AOQA/f6G/rUBDwAPAVwB3ABS/5T+ZQAOAfUASP9VAAf/Ef17AEYADwDq/wr/mQA//ggAggDrAHH/3P1g//j95f/Y/qcA5P/F/UMAcAFwAooAqv7+/5v+pP3vAA4Bm/8f/n/9KgFsATj/VQDg/5H/nACQ/z7/dP/N/2D/awFCAS79SgB4/57/AABMADQB0P/M/sAAiwBI/SoBnf8oAGsAhv/u/00AIAGg/gQA9wA2AfgBx/6W/UsAzQDNATYEyf+OAHQAkP2GAO79xv/L/9D/bf9g/b4CYv5L/nEAz/wvAKn/o/5f/r0BVAEO/fH+Mf4vAfP/kv0hAW//i/4T/9ABvQAGAGr//PwG/3P/8QHu/vD8cP/0/2kBswR9/WD5ZAErAjcBfv7S+hH95gA0AN4CXQCZ/GsABf+o/Tv/Zf9g/Br9xQEaAPT9Of9//VP+2wDxAJn/+v4D/2AB+wFF/iP96/7C/+3+kADn/3YAqP1I+5b9Lf+YAlMA0Pz3+uf/nQMh/7370fkm/hQBowFq/cL6OwG5AdUBIAI/+Xb5/gE9Aar/8f3J+cz/lQMy/9T95/mp/z0AvPpw+1X7fv3K/un8G/7E/uv+hf5m+UD96v5/AIf+EPxX+1P+z/4F/qcBp/lJ/IMBmP/s/oL8Nftz/cL8A/7J/oX6Nf22AZf/ZfyU+yoA6P6P/nUAUfqK/Pj/Rf95/hX+kvvU+6H9f/6Z/uL+8Pq8+SQBkgJi/S/5ffqh+lH/bAKu/bH4h/kCAmYDagDQ/zT5bfs/Ak//Vvzp/aL5u/9EA574jf0J/dD8UgGzA9j89/cy/NL++AF9/2n7AfmUAWADWf6T/o79J/qPATsCefnp/RUAE/xY/PABLPxt+FgALv84+7P8rv2M+6L9qP8b+8H4Y/zbAPH8D/36+yL7mf/F/o78FPqJ/mf92v64ABP59/sW/Yf+QQMu/h37Tv7T+9j/pgFl+Nz7Tv6T+9oAvgGG+Xf6KQAL/p4BaQJH+lH7xfyX/ob/2f09AGT7Zfg+/w7+7Pz++Xz9oQGH+bH/Jv/d++L5DP4FADj7gP6R/qP87/37/h7+Xv+0/TQCp/8V/JP7cftd/kX/nQAP/xP9g/o1AFz+9P5mAe388P0Q/6v78gChAc36hQBB/s8CiPu0/PEBSPwJ/kb6FwXP/Ob13P/E/OD94v+y+eX6OP05+of/CABk+275Ivy8/nP8LwC0/6X8/PuE/QMBSf1T/df7JP2c/PH6bwJlAHL+9v7a/w4AQACYAdz7Pf24+zv8yABU/MD9bvta/KgAgv9u/Aj+0wGi+8f9wf6c/aP9uftsA7P+HPxW/179N/6e/cj9/fzr+pP8d/xJ+uD+AABq/gz/JP9A+4j82AFCAAP9/Pyb/G/56ftaAN3/Zv5o/nz+l/0e/zv+6vxG/wH+dgA5AA/9NP8l/DD9OgGg/+b/Xf0y+7P8cgLnAMj9if9++q38GALr/gz9i/6v+zT7VQEGAyX88vuO+/H9qwM7AIf9JP5e/Zv8MwGg/1D+vf0o+av7Tf0LAT0BiP3c/pX8r/5yAmgCpPz++br+fP7B/3/9vfkQ/Lj9SP7w/u3+hftj+rf/hQDs/wv+Cfz7//b+3P1SAPv+B/0S/xH/m/0pAcn/MvxO/Tf9Iv1w/DH+TP5z/kP+JgBtASb8Xv4OACsBNv2j+nj+Nf3b/fX/MP40/U0BawE4/hr/iv4z/hH+9v2HAV8BAP9B/VP90/1GAY4BB/0d/nsATf/b/x3/mP25AJj+F/0YAQEBYf01/mD8l/qp/SkAdQMuAJ3+9fyD+U7+MQHF/zz/7/64+/P85QA3AX0A2v4x/nT+/AE8AAr9IgAu/iP9RgArAGX+s/6r/S3+AADC/WX+SP5z/Hv9Lv8nAJr+xP6qADT/lP4Z/+j7o/wGAID/wf8f/kX+7//j/3QAnf5x+2v97gCsATQCkv1F+xv9+f/jAMgAU/6D+2X+BQD9ABMANf8h/qD/fgH2/u398fz0/HkA5P/E/dL9Wf1r/2gBkQAK/8EAQABm/2YBwQEb/1n8eP3u/VwA4wLi/y//cwCOAFAAsP/d/tv9HP8FAMP/Vv9u/j7+bQBeALf/7v/q/ar+QgBm/yMACwAqALkBGf9i/pP/IP9ZAGACpwCqAIYAev+GALAA2v+Y/zEAqf79/4QAmP+4ADIA3f9LAaX/D/+jABoA4wA6ASIA1v93AP0Acv8cAE8BJQE/AY8B9////Ej+NgDqAQsCxgGeAKEAkQIKApUAegBXAB3/LwHeAeH/EwB2ASsCXgFhAKwABAD1/0gCbAFWAAIBkv/s/noAtABhAAcCeAIlAf7/sf8VAMcCawIFAaUBLAFeAUUBFAHl/6L//wD+AQgDHQK1AOb/5P7u/6EAgwAsAOEA+QDFAJgAYACSAQABewAbARIBjwAAAjMB5gAFAT0APwH8AP4AAQCHAEkBZAFOAjcCIgFyAWoCswLNAMn/VwBiACACAQIeAu8AuwDKATICEQOaAfwA/QC5ADABpgIWA9AAdwByAS4B4wGkAmwBXQBJADYAGwKvAUcBnwI7AjUBKQFyAn4BJALRAXcBzgK3AZwBsgGiAI8AhwG3AgADpAHHAPgBGwJvAe4BtAHOAYECWwNVAjUBcwFKAvACSQK6AYwAbwByAEABWQPdAlECOwK9AWEBPwE2ATMBQQFyACkAxwDeAfMBFgErAjoCawFMAjkCdwEeAfAA8wC5ASYBlQFrAhkC1QIoA40CRgKBArkBNQJJAg8CgAIuAhEB8gDiAVoCuwIGAtwBLwLTAY4BogGhAB8AvQGmAlsDswPjAmwCcAIYArwBLALoAZkB8wGCAiYCNQEiAQ0BLgGnAbsBVwGFAYsB+wHnAnsCfQIQAicB+wGcAfQAGAJrAngCvAIJA00DwAKXAo4C3QELAnMCaQJPAjACiQIhAt8BeALpAXICMQOhAtICUwISAlQCvQJbAm8B4wHuAcYBXAI2AjUCQAJgAZYB7gG0AeIAIQHmAekBwwIqAycCegEaAmoCmQJhAmgBqQCeANcAYwFkAUMBXgFiAW4CKALeAWwB0QDHAakCtgI6ApwCSQIoAhUC3wEnApEBPwFqARQCDQLwAc4C8QLvAtYC2AGtAbwB0gFVAvMBkwFuAWICiAK9AaEBcwGuAbkBUgJTAkgCbgLyAUMCcwKQAq0CQgICAiACcwIrAkkCfQJaAuICMQP2Ah4CzgFMATkBgwFAAQ4CagIuAkkCLwJqAkkCzgGuAf0AWACMAAIBLAGWAYwBjgEFAvEBBQKxAeQA5ADpAPYApwHGAVgBsQEyAh4CEAIbAtsBSgGkAf4BsgFAAfYAZgEzAcwAIgEbAY8A6QDAAYMBMwFDAToBRQGEAa4BYwEAAQIBOwHYAHMAywDXAKkASgHNAZEBcQGSAY8BaAF3AY0BZAHtAPIAbgFxAT8BFAF6AYUBaAHTAbMBrwG8AagB7wHBAVwBUgEcAS8BPgEWAUwBbgGvARICBQJJAlYCMgIAAt0BoAEfATMBVQFPASwBZQGVAbUB3wEQAlACFALCAW8BNgEBARcBLQE8ASABHwEcAVABiQF8AZ8BjgGsAZgBkgGCAZUB4wEHAgUC4gHXAa4BWAH7ANoAwQDQADYBdQF7AXMBkgGgAa0BfgH/AOcAFQEYATUBQwH2AAUBAAE2AXUBmQGMAWsBXAFgAUsB9wARASoBCwEyAc0B2gHcAfsB7wHKAcEBrgF1AVMB/QDLAPQAZQFoAXcBuQGLAX0BlgGUAW8B+ADoAO8AAAE+AS0BXgGwAc0B3AHVAYcBRAEnATEBEwHnAPcA5QDbAAIBaAGaAZcBygHvARYC1gGBAU8BHAEFAe8ALAEmAREBIgFDAagB0QHfAd0B5QGzAYYBjgFYATABFgH+AMIA1AAVATcBIwEXAUkBNwE+AYIBpAGAAR4B7gANAREB/QAVAUwBRwFOAYABxgGvAWsBYgFJAUgBNwEsATcBTwFBAWsBlQGNAaQBiwGIAXwBHwHfAM4AtwCyANoAHgFBAWABbgF6AX8BiQG0AYoBVQEtAe0AxQCvAJoAvgD3ACoBPQFUAUwBLQFGAUQBPwEBAdAApwCeAKcAwwDfAPIABQEiAR8B/wArASIBIAEGAfgA6AC2AKkArQDKAL4AuwDQANoA8wD7AOsA/wD+AN8A3ADQAMgA1ADRANsA9gANAR0BKQEWARoBGAHaAM0A1wDHANMA0gDOAOQA5ADyAAoBDwH6APgA5gDKAMEAvACpAIAAewCLAJoAtADOAOoA8QD6AAAB9wDmAMoArQCmAKEAmACYAIUAjAC3AM4A2gAGAQ8BAQERAQAB5ADYALQAmQChAIsAcABwAGUAYABqAIcAiQCHAIYAewBmAFYAUwBaAFwASABJACsAKQA+ADgAVQBeAFIAWgBiAEgAUABjAGMAewCFAIQAhAB6AHQAfQB+AHYAawBTAD0ARQBQAEAASwBfAF0AYABlAGMAagBqAFYATgBOAEAAMwAyACQAHwBKAFAATgBpAGcAdQBkAFUAVgBMAC0AIAAiAAsAAwAKABEAMQBHAEwAYQBdAFMAWgBKADMALAAZAAUABgALAAMABgARACIAKgBDAE4AUQBTAFYASQBDAEcALAAgABkAFAAXABoAGAAoADUAOwBGAEwAQQBBAD8AMgAzACwAFQARABAAAgABAAcAAwANACEAJQAjACcAMgAiAB4AIAAaABQADwACAP7/AwABAA4ADgAMAB4AGwASABIAEgAUABYAGAARAAsACAD9/wAAAQADAAcABQAHAAoACAARABIADwASAA8AFQAVAA0ABQACAP3//v8AAAAABgAKAAoAFwAfACEAKAAoACgALgAjACAAGgARABEAEAAQAAkACQANAA8AEAAWABcAIAAhABoAGgAaABkAEgARAA4ABAACAAMAAAADAAMAAgAIAAgABgALAAsAAgAJAAoABAAJAAYAAgAAAAAABAAMAAoADAANAAoACAANAA4ADgAOAAkABwADAAAA///6//j//f/8////AQAAAP//AQADAAQABQABAPz//P/3//X/9v/2//j/+f/4//v//P8AAAMABAAEAAMABAAAAP3//f/+//r/+f/6//r/+v/4//r//v///wEAAwAFAAUAAAD///3/+f/0//D/7//x//L/9P/0//T/9//3//j/+//+//7//P/9//v/+v/8//3//P/8//v/+v/5//z//f/9//r/+//7//r//P/8//n/+//8//n/+P/4//r/+P/7//v/+//8//7//v8AAAAAAAABAAEA///+//r/+v/6//f/9v/3//f/+//8/wAAAAAFAAIAAwA=\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mags = sess.run(model.Z_hat, {model.Y: [batch_y[0]]})\n",
    "audio = spectrogram2wav(mags[0])\n",
    "ipd.Audio(audio, rate = sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "real_audio = spectrogram2wav(batch_z[0])\n",
    "ipd.Audio(real_audio, rate = sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
